StevenKaseiyo/shooting_1_AUG · Datasets at Hugging Face

system stringclasses 2 values	problem stringclasses 2 values	answers stringlengths 400 3.25k	game_name stringclasses 12 values	images images listlengths 3 3	action_index int64 0 17 ⌀	action stringclasses 18 values	reward listlengths 1 1 ⌀	step_id int64 1 7.43k ⌀	done bool 2 classes	eps float64 0 0 ⌀	current_state unknown	prev_state unknown	prev_str_action stringclasses 18 values	prev_int_action int64 0 17 ⌀
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions: Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify entities such as the agent/player, enemies, obstacles, bullets, items, etc. - Spatial Positions: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the frame. Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects: - Game Genre Inference: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre. - Gameplay Mechanics: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured. - Key Observations: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision. - Goal Analysis: Explain what the agent seems to be trying to achieve immediately and over the long term. - Decision Justification: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action. Action Decision: Based on the scene understanding and inferred intent, choose the most reasonable next atomic action from the following valid action set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`. Instructions:* - Base your reasoning on multiple frames to capture temporal patterns and object interactions. - Ensure your decision aligns with inferred goals and basic game logic. - Wrap your reasoning in `<think>...</think>` tags. - Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.	You are given a sequence of consecutive video game frames (observations). Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action. - Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags. - Then, output the final Action Decision inside `<answer>...</answer>` tags. Choose the action from the following valid set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.	<think>Let me go with understanding the current state. The main game area spans from coordinates (16, 5) to (143, 174). I see a player at (78, 17, 82, 21). a player at (79, 63, 83, 76). a score_dot at (26, 19, 27, 21). a score_dot at (56, 19, 57, 21). a score_dot at (34, 21, 35, 23). a score_dot at (64, 21, 65, 23). a score_dot at (42, 23, 43, 25). a score_dot at (72, 23, 73, 25). a score_dot at (26, 31, 27, 33). a score_dot at (56, 31, 57, 33). a score_dot at (26, 43, 27, 45). a score_dot at (56, 43, 57, 45). a score_dot at (34, 45, 35, 47). a score_dot at (64, 45, 65, 47). a score_dot at (42, 47, 43, 49). a score_dot at (72, 47, 73, 49). a score_dot at (26, 55, 27, 57). a score_dot at (34, 57, 35, 59). a score_dot at (72, 59, 73, 61). a score_dot at (26, 67, 27, 69). a score_dot at (56, 67, 57, 69). a score_dot at (34, 69, 35, 71). a score_dot at (64, 69, 65, 71). a score_dot at (72, 71, 73, 73). a score_dot at (56, 79, 57, 81). a score_dot at (34, 81, 35, 83). a score_dot at (26, 91, 27, 93). a score_dot at (56, 91, 57, 93). a score_dot at (34, 93, 35, 95). a score_dot at (64, 93, 65, 95). a score_dot at (42, 95, 43, 97). a score_dot at (72, 95, 73, 97). a score_dot at (34, 105, 35, 107). a score_dot at (72, 107, 73, 109). a score_dot at (26, 115, 27, 117). a score_dot at (56, 115, 57, 117). a score_dot at (34, 117, 35, 119). a score_dot at (64, 117, 65, 119). a score_dot at (42, 119, 43, 121). a score_dot at (72, 119, 73, 121). a score_dot at (26, 127, 27, 129). a score_dot at (56, 127, 57, 129). a score_dot at (26, 139, 27, 141). a score_dot at (56, 139, 57, 141). a score_dot at (34, 141, 35, 143). a score_dot at (64, 141, 65, 143). a score_dot at (42, 143, 43, 145). a score_dot at (72, 143, 73, 145). a score_dot at (26, 151, 27, 153). a score_dot at (42, 155, 43, 157). a score_dot at (26, 163, 27, 165). a score_dot at (56, 163, 57, 165). a score_dot at (34, 165, 35, 167). a score_dot at (64, 165, 65, 167). a score_dot at (42, 167, 43, 169). a lives_display at (18, 186, 34, 191). a score_display at (53, 175, 70, 182). Then, Let me consider what the optimal next action would be. The game appears to be a maze-based game. The player character in the center of the maze likely navigates to collect objects. There are dots scattered throughout the maze and a target-like object at the top of the maze. The player has lives and a score displayed. The goal is likely to collect the dots while avoiding enemies or hazards. Given the player's current position within a defined pathway, and lack of any obvious threats or goals immediately in front, it might be strategically best to conserve momentum and re-evaluate the situation.</think> <answer>UPRIGHT</answer>	AlienNoFrameskip-v4		6	UPRIGHT	[ 0 ]	1	false	0.001	[ 128, 4, 149, 140, 56, 0, 0, 0, 0, 0, 0, 140, 14, 97, 108, 101, 95, 112, 121, 46, 95, 97, 108, 101, 95, 112, 121, 148, 140, 8, 65, 76, 69, 83, 116, 97, 116, 101, 148, 147, 148, 41, 129, 148, 66, 97, 56, 0, 0, 247, 60, 6, 0, 247, 60, 6, 0, 24, 0, 0, 0, 24, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 61, 56, 0, 0, 32, 0, 0, 0, 102, 49, 97, 48, 97, 50, 51, 101, 54, 52, 54, 52, 100, 57, 53, 52, 101, 51, 97, 57, 53, 55, 57, 99, 52, 99, 99, 100, 48, 49, 99, 56, 6, 0, 0, 0, 83, 121, 115, 116, 101, 109, 220, 77, 0, 0, 56, 26, 0, 0, 49, 57, 50, 50, 49, 53, 53, 56, 52, 52, 32, 49, 51, 55, 56, 56, 53, 50, 53, 53, 49, 32, 50, 49, 53, 53, 48, 49, 51, 52, 51, 55, 32, 49, 56, 49, 56, 56, 55, 49, 50, 56, 48, 32, 50, 52, 50, 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You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions: Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify entities such as the agent/player, enemies, obstacles, bullets, items, etc. - Spatial Positions: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the frame. Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects: - Game Genre Inference: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre. - Gameplay Mechanics: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured. - Key Observations: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision. - Goal Analysis: Explain what the agent seems to be trying to achieve immediately and over the long term. - Decision Justification: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action. Action Decision: Based on the scene understanding and inferred intent, choose the most reasonable next atomic action from the following valid action set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`. Instructions:* - Base your reasoning on multiple frames to capture temporal patterns and object interactions. - Ensure your decision aligns with inferred goals and basic game logic. - Wrap your reasoning in `<think>...</think>` tags. - Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.	You are given a sequence of consecutive video game frames (observations). Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action. - Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags. - Then, output the final Action Decision inside `<answer>...</answer>` tags. Choose the action from the following valid set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.	<think>Let me go with understanding the current state. The main game area spans from coordinates (16, 5) to (143, 174). I see a player at (77, 17, 83, 22). a score_dot at (26, 19, 27, 21). a score_dot at (56, 19, 57, 21). a score_dot at (34, 21, 35, 23). a score_dot at (64, 21, 65, 23). a score_dot at (42, 23, 43, 25). a score_dot at (72, 23, 73, 25). a score_dot at (26, 31, 27, 33). a score_dot at (56, 31, 57, 33). a score_dot at (26, 43, 27, 45). a score_dot at (56, 43, 57, 45). a score_dot at (34, 45, 35, 47). a score_dot at (64, 45, 65, 47). a score_dot at (42, 47, 43, 49). a score_dot at (72, 47, 73, 49). a score_dot at (26, 55, 27, 57). a score_dot at (34, 57, 35, 59). a score_dot at (72, 59, 73, 61). a score_dot at (26, 67, 27, 69). a score_dot at (56, 67, 57, 69). a score_dot at (34, 69, 35, 71). a score_dot at (64, 69, 65, 71). a score_dot at (72, 71, 73, 73). a score_dot at (56, 79, 57, 81). a score_dot at (34, 81, 35, 83). a score_dot at (26, 91, 27, 93). a score_dot at (56, 91, 57, 93). a score_dot at (34, 93, 35, 95). a score_dot at (64, 93, 65, 95). a score_dot at (42, 95, 43, 97). a score_dot at (72, 95, 73, 97). a score_dot at (34, 105, 35, 107). a score_dot at (72, 107, 73, 109). a score_dot at (26, 115, 27, 117). a score_dot at (56, 115, 57, 117). a score_dot at (34, 117, 35, 119). a score_dot at (64, 117, 65, 119). a score_dot at (42, 119, 43, 121). a score_dot at (72, 119, 73, 121). a score_dot at (26, 127, 27, 129). a score_dot at (56, 127, 57, 129). a score_dot at (26, 139, 27, 141). a score_dot at (56, 139, 57, 141). a score_dot at (34, 141, 35, 143). a score_dot at (64, 141, 65, 143). a score_dot at (42, 143, 43, 145). a score_dot at (72, 143, 73, 145). a score_dot at (26, 151, 27, 153). a score_dot at (42, 155, 43, 157). a score_dot at (26, 163, 27, 165). a score_dot at (56, 163, 57, 165). a score_dot at (34, 165, 35, 167). a score_dot at (64, 165, 65, 167). a score_dot at (42, 167, 43, 169). a lives_display at (18, 186, 34, 191). a score_display at (53, 175, 70, 182). Then, Let me consider what the optimal next action would be. The game appears to be a maze-based action game. The agent navigates a maze, likely to collect objects while possibly avoiding threats. The presence of score dots suggests collection is a primary goal. Obstacles are formed by the maze walls. The player's movement across the frames indicates an attempt to reach the top area of the maze, possibly to reach the object at the top. The position of the maze walls and the agent's movement suggest a need to move to the upper right in order to get closer to its goal object while avoiding the wall immediately in front of it.</think> <answer>UPRIGHT</answer>	AlienNoFrameskip-v4		6	UPRIGHT	[ 0 ]	2	false	0.001	[ 128, 4, 149, 140, 56, 0, 0, 0, 0, 0, 0, 140, 14, 97, 108, 101, 95, 112, 121, 46, 95, 97, 108, 101, 95, 112, 121, 148, 140, 8, 65, 76, 69, 83, 116, 97, 116, 101, 148, 147, 148, 41, 129, 148, 66, 97, 56, 0, 0, 247, 60, 6, 0, 247, 60, 6, 0, 28, 0, 0, 0, 28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 61, 56, 0, 0, 32, 0, 0, 0, 102, 49, 97, 48, 97, 50, 51, 101, 54, 52, 54, 52, 100, 57, 53, 52, 101, 51, 97, 57, 53, 55, 57, 99, 52, 99, 99, 100, 48, 49, 99, 56, 6, 0, 0, 0, 83, 121, 115, 116, 101, 109, 220, 77, 0, 0, 56, 26, 0, 0, 49, 57, 50, 50, 49, 53, 53, 56, 52, 52, 32, 49, 51, 55, 56, 56, 53, 50, 53, 53, 49, 32, 50, 49, 53, 53, 48, 49, 51, 52, 51, 55, 32, 49, 56, 49, 56, 56, 55, 49, 50, 56, 48, 32, 50, 52, 50, 51, 54, 50, 48, 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You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions: Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify entities such as the agent/player, enemies, obstacles, bullets, items, etc. - Spatial Positions: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the frame. Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects: - Game Genre Inference: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre. - Gameplay Mechanics: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured. - Key Observations: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision. - Goal Analysis: Explain what the agent seems to be trying to achieve immediately and over the long term. - Decision Justification: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action. Action Decision: Based on the scene understanding and inferred intent, choose the most reasonable next atomic action from the following valid action set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`. Instructions:* - Base your reasoning on multiple frames to capture temporal patterns and object interactions. - Ensure your decision aligns with inferred goals and basic game logic. - Wrap your reasoning in `<think>...</think>` tags. - Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.	You are given a sequence of consecutive video game frames (observations). Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action. - Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags. - Then, output the final Action Decision inside `<answer>...</answer>` tags. Choose the action from the following valid set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.	<think>Let me go with understanding the current state. The main game area spans from coordinates (16, 5) to (143, 174). I see a player at (77, 17, 83, 22). a player at (79, 63, 83, 76). a score_dot at (26, 19, 27, 21). a score_dot at (56, 19, 57, 21). a score_dot at (34, 21, 35, 23). a score_dot at (64, 21, 65, 23). a score_dot at (42, 23, 43, 25). a score_dot at (72, 23, 73, 25). a score_dot at (26, 31, 27, 33). a score_dot at (56, 31, 57, 33). a score_dot at (26, 43, 27, 45). a score_dot at (56, 43, 57, 45). a score_dot at (34, 45, 35, 47). a score_dot at (64, 45, 65, 47). a score_dot at (42, 47, 43, 49). a score_dot at (72, 47, 73, 49). a score_dot at (26, 55, 27, 57). a score_dot at (34, 57, 35, 59). a score_dot at (72, 59, 73, 61). a score_dot at (26, 67, 27, 69). a score_dot at (56, 67, 57, 69). a score_dot at (34, 69, 35, 71). a score_dot at (64, 69, 65, 71). a score_dot at (72, 71, 73, 73). a score_dot at (56, 79, 57, 81). a score_dot at (34, 81, 35, 83). a score_dot at (26, 91, 27, 93). a score_dot at (56, 91, 57, 93). a score_dot at (34, 93, 35, 95). a score_dot at (64, 93, 65, 95). a score_dot at (42, 95, 43, 97). a score_dot at (72, 95, 73, 97). a score_dot at (34, 105, 35, 107). a score_dot at (72, 107, 73, 109). a score_dot at (26, 115, 27, 117). a score_dot at (56, 115, 57, 117). a score_dot at (34, 117, 35, 119). a score_dot at (64, 117, 65, 119). a score_dot at (42, 119, 43, 121). a score_dot at (72, 119, 73, 121). a score_dot at (26, 127, 27, 129). a score_dot at (56, 127, 57, 129). a score_dot at (26, 139, 27, 141). a score_dot at (56, 139, 57, 141). a score_dot at (34, 141, 35, 143). a score_dot at (64, 141, 65, 143). a score_dot at (42, 143, 43, 145). a score_dot at (72, 143, 73, 145). a score_dot at (26, 151, 27, 153). a score_dot at (42, 155, 43, 157). a score_dot at (26, 163, 27, 165). a score_dot at (56, 163, 57, 165). a score_dot at (34, 165, 35, 167). a score_dot at (64, 165, 65, 167). a score_dot at (42, 167, 43, 169). a lives_display at (18, 186, 34, 191). a score_display at (53, 175, 70, 182). Then, Let me consider what the optimal next action would be. The game appears to be a maze-based action game. The agent moves within a maze-like structure, potentially collecting items (score dots). The environment seems to offer a high density of collectibles to the left. The agent has moved slightly right in previous turn. An immediate goal seems to be collecting nearby collectibles, while a long-term goal is likely to maximize the score. The optimal direction will allow the agent to continue collecting collectibles while navigating the maze.</think> <answer>DOWNRIGHT</answer>	AlienNoFrameskip-v4		8	DOWNRIGHT	[ 0 ]	3	false	0.001	[ 128, 4, 149, 140, 56, 0, 0, 0, 0, 0, 0, 140, 14, 97, 108, 101, 95, 112, 121, 46, 95, 97, 108, 101, 95, 112, 121, 148, 140, 8, 65, 76, 69, 83, 116, 97, 116, 101, 148, 147, 148, 41, 129, 148, 66, 97, 56, 0, 0, 247, 60, 6, 0, 247, 60, 6, 0, 32, 0, 0, 0, 32, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 61, 56, 0, 0, 32, 0, 0, 0, 102, 49, 97, 48, 97, 50, 51, 101, 54, 52, 54, 52, 100, 57, 53, 52, 101, 51, 97, 57, 53, 55, 57, 99, 52, 99, 99, 100, 48, 49, 99, 56, 6, 0, 0, 0, 83, 121, 115, 116, 101, 109, 220, 77, 0, 0, 56, 26, 0, 0, 49, 57, 50, 50, 49, 53, 53, 56, 52, 52, 32, 49, 51, 55, 56, 56, 53, 50, 53, 53, 49, 32, 50, 49, 53, 53, 48, 49, 51, 52, 51, 55, 32, 49, 56, 49, 56, 56, 55, 49, 50, 56, 48, 32, 50, 52, 50, 51, 54, 50, 48, 51, 53, 53, 32, 50, 51, 54, 48, 51, 50, 57, 54, 55, 50, 32, 49, 51, 52, 56, 57, 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You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions: Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following: - Object Categories: Identify entities such as the agent/player, enemies, obstacles, bullets, items, etc. - Spatial Positions: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the frame. Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects: - Game Genre Inference: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre. - Gameplay Mechanics: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured. - Key Observations: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision. - Goal Analysis: Explain what the agent seems to be trying to achieve immediately and over the long term. - Decision Justification: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action. Action Decision: Based on the scene understanding and inferred intent, choose the most reasonable next atomic action from the following valid action set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`. Instructions:* - Base your reasoning on multiple frames to capture temporal patterns and object interactions. - Ensure your decision aligns with inferred goals and basic game logic. - Wrap your reasoning in `<think>...</think>` tags. - Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.	You are given a sequence of consecutive video game frames (observations). Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action. - Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags. - Then, output the final Action Decision inside `<answer>...</answer>` tags. Choose the action from the following valid set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.	<think>Let me go with understanding the current state. The main game area spans from coordinates (16, 5) to (143, 174). I see a player at (78, 17, 82, 21). a player at (80, 63, 82, 76). a score_dot at (26, 19, 27, 21). a score_dot at (56, 19, 57, 21). a score_dot at (34, 21, 35, 23). a score_dot at (64, 21, 65, 23). a score_dot at (42, 23, 43, 25). a score_dot at (72, 23, 73, 25). a score_dot at (26, 31, 27, 33). a score_dot at (56, 31, 57, 33). a score_dot at (26, 43, 27, 45). a score_dot at (56, 43, 57, 45). a score_dot at (34, 45, 35, 47). a score_dot at (64, 45, 65, 47). a score_dot at (42, 47, 43, 49). a score_dot at (72, 47, 73, 49). a score_dot at (26, 55, 27, 57). a score_dot at (34, 57, 35, 59). a score_dot at (72, 59, 73, 61). a score_dot at (26, 67, 27, 69). a score_dot at (56, 67, 57, 69). a score_dot at (34, 69, 35, 71). a score_dot at (64, 69, 65, 71). a score_dot at (72, 71, 73, 73). a score_dot at (56, 79, 57, 81). a score_dot at (34, 81, 35, 83). a score_dot at (26, 91, 27, 93). a score_dot at (56, 91, 57, 93). a score_dot at (34, 93, 35, 95). a score_dot at (64, 93, 65, 95). a score_dot at (42, 95, 43, 97). a score_dot at (72, 95, 73, 97). a score_dot at (34, 105, 35, 107). a score_dot at (72, 107, 73, 109). a score_dot at (26, 115, 27, 117). a score_dot at (56, 115, 57, 117). a score_dot at (34, 117, 35, 119). a score_dot at (64, 117, 65, 119). a score_dot at (42, 119, 43, 121). a score_dot at (72, 119, 73, 121). a score_dot at (26, 127, 27, 129). a score_dot at (56, 127, 57, 129). a score_dot at (26, 139, 27, 141). a score_dot at (56, 139, 57, 141). a score_dot at (34, 141, 35, 143). a score_dot at (64, 141, 65, 143). a score_dot at (42, 143, 43, 145). a score_dot at (72, 143, 73, 145). a score_dot at (26, 151, 27, 153). a score_dot at (42, 155, 43, 157). a score_dot at (26, 163, 27, 165). a score_dot at (56, 163, 57, 165). a score_dot at (34, 165, 35, 167). a score_dot at (64, 165, 65, 167). a score_dot at (42, 167, 43, 169). a lives_display at (18, 186, 34, 191). a score_display at (53, 175, 70, 182). Then, Let me consider what the optimal next action would be. This appears to be a maze-like game where the player navigates a character. The goal seems to be collecting the numerous dots scattered throughout the maze. The character moved downwards slightly from the first frame to the last. There's a clear path downwards and slightly to the right from the character's current position. Moving in that direction allows the character to progress deeper into the maze and towards more of the collectible dots. Therefore, continuing that movement seems like a reasonable decision for achieving the primary game objective.</think> <answer>NOOP</answer>	AlienNoFrameskip-v4		0	NOOP	[ 0 ]	4	false	0.001	[ 128, 4, 149, 140, 56, 0, 0, 0, 0, 0, 0, 140, 14, 97, 108, 101, 95, 112, 121, 46, 95, 97, 108, 101, 95, 112, 121, 148, 140, 8, 65, 76, 69, 83, 116, 97, 116, 101, 148, 147, 148, 41, 129, 148, 66, 97, 56, 0, 0, 247, 60, 6, 0, 247, 60, 6, 0, 36, 0, 0, 0, 36, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 61, 56, 0, 0, 32, 0, 0, 0, 102, 49, 97, 48, 97, 50, 51, 101, 54, 52, 54, 52, 100, 57, 53, 52, 101, 51, 97, 57, 53, 55, 57, 99, 52, 99, 99, 100, 48, 49, 99, 56, 6, 0, 0, 0, 83, 121, 115, 116, 101, 109, 220, 77, 0, 0, 56, 26, 0, 0, 49, 57, 50, 50, 49, 53, 53, 56, 52, 52, 32, 49, 51, 55, 56, 56, 53, 50, 53, 53, 49, 32, 50, 49, 53, 53, 48, 49, 51, 52, 51, 55, 32, 49, 56, 49, 56, 56, 55, 49, 50, 56, 48, 32, 50, 52, 50, 51, 54, 50, 48, 51, 53, 53, 32, 50, 51, 54, 48, 51, 50, 57, 54, 55, 50, 32, 49, 51, 52, 56, 57, 54, 51, 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49, 48, 56, 53, 54, 57, 49, 32, 49, 49, 51, 50, 57, 56, 54, 57, 54, 50, 32, 50, 57, 53, 54, 56, 52, 54, 52, 50, 56, 32, 51, 54, 53, 55, 55, 50, 52, 49, 48, 53, 32, 50, 51, 55, 55, 52, 53, 48, 49, 57, 50, 32, 50, 53, 57, 54, 48, 56, 52, 54, 50, 51, 32, 50, 57, 56, 56, 51, 57, 54, 54, 55, 49, 32, 49, 52, 55, 54, 52, 48, 49, 49, 57, 57, 32, 49, 50, 57, 56, 54, 51, 55, 54, 57, 53, 32, 49, 56, 54, 56, 52, 55, 50, 52, 55, 48, 32, 50, 51, 49, 54, 57, 51, 54, 53, 56, 53, 32, 49, 51, 56, 56, 50, 54, 52, 57, 56, 52, 32, 49, 49, 52, 54, 53, 50, 48, 49, 54, 50, 32, 50, 50, 50, 51, 54, 55, 52, 52, 52, 52, 32, 49, 54, 56, 53, 52, 54, 51, 52, 51, 54, 32, 53, 54, 52, 49, 49, 56, 48, 49, 53, 32, 51, 56, 48, 49, 51, 53, 55, 50, 54, 56, 32, 51, 48, 55, 50, 52, 55, 49, 53, 57, 52, 32, 49, 54, 56, 51, 54, 51, 52, 54, 54, 50, 32, 51, 56, 54, 56, 48, 53, 56, 55, 52, 53, 32, 51, 53, 53, 57, 49, 52, 51, 50, 50, 55, 32, 52, 49, 53, 52, 53, 50, 51, 57, 52, 53, 32, 56, 55, 54, 57, 50, 48, 56, 57, 56, 32, 50, 54, 50, 57, 55, 55, 48, 54, 56, 55, 32, 50, 54, 51, 50, 49, 57, 48, 54, 55, 50, 32, 50, 56, 50, 56, 57, 56, 49, 54, 49, 32, 54, 52, 58, 107, 0, 0, 180, 14, 12, 0, 148, 133, 148, 98, 46 ]	DOWNRIGHT	8
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)	"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)	"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)	AlienNoFrameskip-v4	[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)	6	UPRIGHT	[ 0 ]	5	false	0.001	"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAKAAAACgAAAAAAAAAAAAAAD0(...TRUNCATED)	"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAJAAAACQAAAAAAAAAAAAAAD0(...TRUNCATED)	NOOP	0
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)	"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)	"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)	AlienNoFrameskip-v4	[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)	0	NOOP	[ 0 ]	6	false	0.001	"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYALAAAACwAAAAAAAAAAAAAAD0(...TRUNCATED)	"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAKAAAACgAAAAAAAAAAAAAAD0(...TRUNCATED)	UPRIGHT	6
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)	"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)	"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)	AlienNoFrameskip-v4	[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)	6	UPRIGHT	[ 0 ]	7	false	0.001	"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAMAAAADAAAAAAAAAAAAAAAD0(...TRUNCATED)	"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYALAAAACwAAAAAAAAAAAAAAD0(...TRUNCATED)	NOOP	0
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)	"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)	"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)	AlienNoFrameskip-v4	[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)	0	NOOP	[ 0 ]	8	false	0.001	"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYANAAAADQAAAAAAAAAAAAAAD4(...TRUNCATED)	"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAMAAAADAAAAAAAAAAAAAAAD0(...TRUNCATED)	UPRIGHT	6
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)	"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)	"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)	AlienNoFrameskip-v4	[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)	6	UPRIGHT	[ 0 ]	9	false	0.001	"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYAOAAAADgAAAAAAAAAAAAAAD4(...TRUNCATED)	"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYANAAAADQAAAAAAAAAAAAAAD4(...TRUNCATED)	NOOP	0
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)	"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)	"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)	AlienNoFrameskip-v4	[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)	6	UPRIGHT	[ 0 ]	10	false	0.001	"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYAPAAAADwAAAAAAAAAAAAAAD4(...TRUNCATED)	"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYAOAAAADgAAAAAAAAAAAAAAD4(...TRUNCATED)	UPRIGHT	6

You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions: **Scene Analysis**: First, Extract dynamic information from the current frame and several previous frames to analyze the following: - **Object Categories**: Identify entities such as the agent/player, enemies, obstacles, bullets, items, etc. - **Spatial Positions**: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the frame. **Game Reasoning**: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects: - **Game Genre Inference**: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre. - **Gameplay Mechanics**: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured. - **Key Observations**: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision. - **Goal Analysis**: Explain what the agent seems to be trying to achieve immediately and over the long term. - **Decision Justification**: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action. **Action Decision**: Based on the scene understanding and inferred intent, choose the **most reasonable next atomic action** from the following valid action set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`. *Instructions:** - Base your reasoning on multiple frames to capture temporal patterns and object interactions. - Ensure your decision aligns with inferred goals and basic game logic. - Wrap your reasoning in `<think>...</think>` tags. - Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.

You are given a sequence of consecutive video game frames (observations). Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action. - Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags. - Then, output the **final Action Decision** inside `<answer>...</answer>` tags. Choose the action from the following valid set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.

<think>Let me go with understanding the current state. The main game area spans from coordinates (16, 5) to (143, 174). I see a player at (78, 17, 82, 21). a player at (79, 63, 83, 76). a score_dot at (26, 19, 27, 21). a score_dot at (56, 19, 57, 21). a score_dot at (34, 21, 35, 23). a score_dot at (64, 21, 65, 23). a score_dot at (42, 23, 43, 25). a score_dot at (72, 23, 73, 25). a score_dot at (26, 31, 27, 33). a score_dot at (56, 31, 57, 33). a score_dot at (26, 43, 27, 45). a score_dot at (56, 43, 57, 45). a score_dot at (34, 45, 35, 47). a score_dot at (64, 45, 65, 47). a score_dot at (42, 47, 43, 49). a score_dot at (72, 47, 73, 49). a score_dot at (26, 55, 27, 57). a score_dot at (34, 57, 35, 59). a score_dot at (72, 59, 73, 61). a score_dot at (26, 67, 27, 69). a score_dot at (56, 67, 57, 69). a score_dot at (34, 69, 35, 71). a score_dot at (64, 69, 65, 71). a score_dot at (72, 71, 73, 73). a score_dot at (56, 79, 57, 81). a score_dot at (34, 81, 35, 83). a score_dot at (26, 91, 27, 93). a score_dot at (56, 91, 57, 93). a score_dot at (34, 93, 35, 95). a score_dot at (64, 93, 65, 95). a score_dot at (42, 95, 43, 97). a score_dot at (72, 95, 73, 97). a score_dot at (34, 105, 35, 107). a score_dot at (72, 107, 73, 109). a score_dot at (26, 115, 27, 117). a score_dot at (56, 115, 57, 117). a score_dot at (34, 117, 35, 119). a score_dot at (64, 117, 65, 119). a score_dot at (42, 119, 43, 121). a score_dot at (72, 119, 73, 121). a score_dot at (26, 127, 27, 129). a score_dot at (56, 127, 57, 129). a score_dot at (26, 139, 27, 141). a score_dot at (56, 139, 57, 141). a score_dot at (34, 141, 35, 143). a score_dot at (64, 141, 65, 143). a score_dot at (42, 143, 43, 145). a score_dot at (72, 143, 73, 145). a score_dot at (26, 151, 27, 153). a score_dot at (42, 155, 43, 157). a score_dot at (26, 163, 27, 165). a score_dot at (56, 163, 57, 165). a score_dot at (34, 165, 35, 167). a score_dot at (64, 165, 65, 167). a score_dot at (42, 167, 43, 169). a lives_display at (18, 186, 34, 191). a score_display at (53, 175, 70, 182). Then, Let me consider what the optimal next action would be. The game appears to be a maze-based game. The player character in the center of the maze likely navigates to collect objects. There are dots scattered throughout the maze and a target-like object at the top of the maze. The player has lives and a score displayed. The goal is likely to collect the dots while avoiding enemies or hazards. Given the player's current position within a defined pathway, and lack of any obvious threats or goals immediately in front, it might be strategically best to conserve momentum and re-evaluate the situation.</think> <answer>UPRIGHT</answer>

AlienNoFrameskip-v4

6

UPRIGHT

[ 0 ]

0

1

false

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null

You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions: **Scene Analysis**: First, Extract dynamic information from the current frame and several previous frames to analyze the following: - **Object Categories**: Identify entities such as the agent/player, enemies, obstacles, bullets, items, etc. - **Spatial Positions**: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the frame. **Game Reasoning**: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects: - **Game Genre Inference**: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre. - **Gameplay Mechanics**: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured. - **Key Observations**: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision. - **Goal Analysis**: Explain what the agent seems to be trying to achieve immediately and over the long term. - **Decision Justification**: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action. **Action Decision**: Based on the scene understanding and inferred intent, choose the **most reasonable next atomic action** from the following valid action set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`. *Instructions:** - Base your reasoning on multiple frames to capture temporal patterns and object interactions. - Ensure your decision aligns with inferred goals and basic game logic. - Wrap your reasoning in `<think>...</think>` tags. - Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.

You are given a sequence of consecutive video game frames (observations). Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action. - Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags. - Then, output the **final Action Decision** inside `<answer>...</answer>` tags. Choose the action from the following valid set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.

<think>Let me go with understanding the current state. The main game area spans from coordinates (16, 5) to (143, 174). I see a player at (77, 17, 83, 22). a score_dot at (26, 19, 27, 21). a score_dot at (56, 19, 57, 21). a score_dot at (34, 21, 35, 23). a score_dot at (64, 21, 65, 23). a score_dot at (42, 23, 43, 25). a score_dot at (72, 23, 73, 25). a score_dot at (26, 31, 27, 33). a score_dot at (56, 31, 57, 33). a score_dot at (26, 43, 27, 45). a score_dot at (56, 43, 57, 45). a score_dot at (34, 45, 35, 47). a score_dot at (64, 45, 65, 47). a score_dot at (42, 47, 43, 49). a score_dot at (72, 47, 73, 49). a score_dot at (26, 55, 27, 57). a score_dot at (34, 57, 35, 59). a score_dot at (72, 59, 73, 61). a score_dot at (26, 67, 27, 69). a score_dot at (56, 67, 57, 69). a score_dot at (34, 69, 35, 71). a score_dot at (64, 69, 65, 71). a score_dot at (72, 71, 73, 73). a score_dot at (56, 79, 57, 81). a score_dot at (34, 81, 35, 83). a score_dot at (26, 91, 27, 93). a score_dot at (56, 91, 57, 93). a score_dot at (34, 93, 35, 95). a score_dot at (64, 93, 65, 95). a score_dot at (42, 95, 43, 97). a score_dot at (72, 95, 73, 97). a score_dot at (34, 105, 35, 107). a score_dot at (72, 107, 73, 109). a score_dot at (26, 115, 27, 117). a score_dot at (56, 115, 57, 117). a score_dot at (34, 117, 35, 119). a score_dot at (64, 117, 65, 119). a score_dot at (42, 119, 43, 121). a score_dot at (72, 119, 73, 121). a score_dot at (26, 127, 27, 129). a score_dot at (56, 127, 57, 129). a score_dot at (26, 139, 27, 141). a score_dot at (56, 139, 57, 141). a score_dot at (34, 141, 35, 143). a score_dot at (64, 141, 65, 143). a score_dot at (42, 143, 43, 145). a score_dot at (72, 143, 73, 145). a score_dot at (26, 151, 27, 153). a score_dot at (42, 155, 43, 157). a score_dot at (26, 163, 27, 165). a score_dot at (56, 163, 57, 165). a score_dot at (34, 165, 35, 167). a score_dot at (64, 165, 65, 167). a score_dot at (42, 167, 43, 169). a lives_display at (18, 186, 34, 191). a score_display at (53, 175, 70, 182). Then, Let me consider what the optimal next action would be. The game appears to be a maze-based action game. The agent navigates a maze, likely to collect objects while possibly avoiding threats. The presence of score dots suggests collection is a primary goal. Obstacles are formed by the maze walls. The player's movement across the frames indicates an attempt to reach the top area of the maze, possibly to reach the object at the top. The position of the maze walls and the agent's movement suggest a need to move to the upper right in order to get closer to its goal object while avoiding the wall immediately in front of it.</think> <answer>UPRIGHT</answer>

AlienNoFrameskip-v4

6

UPRIGHT

[ 0 ]

0

2

false

0.001

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UPRIGHT

6

You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions: **Scene Analysis**: First, Extract dynamic information from the current frame and several previous frames to analyze the following: - **Object Categories**: Identify entities such as the agent/player, enemies, obstacles, bullets, items, etc. - **Spatial Positions**: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the frame. **Game Reasoning**: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects: - **Game Genre Inference**: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre. - **Gameplay Mechanics**: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured. - **Key Observations**: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision. - **Goal Analysis**: Explain what the agent seems to be trying to achieve immediately and over the long term. - **Decision Justification**: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action. **Action Decision**: Based on the scene understanding and inferred intent, choose the **most reasonable next atomic action** from the following valid action set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`. *Instructions:** - Base your reasoning on multiple frames to capture temporal patterns and object interactions. - Ensure your decision aligns with inferred goals and basic game logic. - Wrap your reasoning in `<think>...</think>` tags. - Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.

You are given a sequence of consecutive video game frames (observations). Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action. - Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags. - Then, output the **final Action Decision** inside `<answer>...</answer>` tags. Choose the action from the following valid set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.

<think>Let me go with understanding the current state. The main game area spans from coordinates (16, 5) to (143, 174). I see a player at (77, 17, 83, 22). a player at (79, 63, 83, 76). a score_dot at (26, 19, 27, 21). a score_dot at (56, 19, 57, 21). a score_dot at (34, 21, 35, 23). a score_dot at (64, 21, 65, 23). a score_dot at (42, 23, 43, 25). a score_dot at (72, 23, 73, 25). a score_dot at (26, 31, 27, 33). a score_dot at (56, 31, 57, 33). a score_dot at (26, 43, 27, 45). a score_dot at (56, 43, 57, 45). a score_dot at (34, 45, 35, 47). a score_dot at (64, 45, 65, 47). a score_dot at (42, 47, 43, 49). a score_dot at (72, 47, 73, 49). a score_dot at (26, 55, 27, 57). a score_dot at (34, 57, 35, 59). a score_dot at (72, 59, 73, 61). a score_dot at (26, 67, 27, 69). a score_dot at (56, 67, 57, 69). a score_dot at (34, 69, 35, 71). a score_dot at (64, 69, 65, 71). a score_dot at (72, 71, 73, 73). a score_dot at (56, 79, 57, 81). a score_dot at (34, 81, 35, 83). a score_dot at (26, 91, 27, 93). a score_dot at (56, 91, 57, 93). a score_dot at (34, 93, 35, 95). a score_dot at (64, 93, 65, 95). a score_dot at (42, 95, 43, 97). a score_dot at (72, 95, 73, 97). a score_dot at (34, 105, 35, 107). a score_dot at (72, 107, 73, 109). a score_dot at (26, 115, 27, 117). a score_dot at (56, 115, 57, 117). a score_dot at (34, 117, 35, 119). a score_dot at (64, 117, 65, 119). a score_dot at (42, 119, 43, 121). a score_dot at (72, 119, 73, 121). a score_dot at (26, 127, 27, 129). a score_dot at (56, 127, 57, 129). a score_dot at (26, 139, 27, 141). a score_dot at (56, 139, 57, 141). a score_dot at (34, 141, 35, 143). a score_dot at (64, 141, 65, 143). a score_dot at (42, 143, 43, 145). a score_dot at (72, 143, 73, 145). a score_dot at (26, 151, 27, 153). a score_dot at (42, 155, 43, 157). a score_dot at (26, 163, 27, 165). a score_dot at (56, 163, 57, 165). a score_dot at (34, 165, 35, 167). a score_dot at (64, 165, 65, 167). a score_dot at (42, 167, 43, 169). a lives_display at (18, 186, 34, 191). a score_display at (53, 175, 70, 182). Then, Let me consider what the optimal next action would be. The game appears to be a maze-based action game. The agent moves within a maze-like structure, potentially collecting items (score dots). The environment seems to offer a high density of collectibles to the left. The agent has moved slightly right in previous turn. An immediate goal seems to be collecting nearby collectibles, while a long-term goal is likely to maximize the score. The optimal direction will allow the agent to continue collecting collectibles while navigating the maze.</think> <answer>DOWNRIGHT</answer>

AlienNoFrameskip-v4

8

DOWNRIGHT

[ 0 ]

0

3

false

0.001

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UPRIGHT

6

You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions: **Scene Analysis**: First, Extract dynamic information from the current frame and several previous frames to analyze the following: - **Object Categories**: Identify entities such as the agent/player, enemies, obstacles, bullets, items, etc. - **Spatial Positions**: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the frame. **Game Reasoning**: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects: - **Game Genre Inference**: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre. - **Gameplay Mechanics**: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured. - **Key Observations**: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision. - **Goal Analysis**: Explain what the agent seems to be trying to achieve immediately and over the long term. - **Decision Justification**: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action. **Action Decision**: Based on the scene understanding and inferred intent, choose the **most reasonable next atomic action** from the following valid action set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`. *Instructions:** - Base your reasoning on multiple frames to capture temporal patterns and object interactions. - Ensure your decision aligns with inferred goals and basic game logic. - Wrap your reasoning in `<think>...</think>` tags. - Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.

You are given a sequence of consecutive video game frames (observations). Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action. - Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags. - Then, output the **final Action Decision** inside `<answer>...</answer>` tags. Choose the action from the following valid set: `NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.

<think>Let me go with understanding the current state. The main game area spans from coordinates (16, 5) to (143, 174). I see a player at (78, 17, 82, 21). a player at (80, 63, 82, 76). a score_dot at (26, 19, 27, 21). a score_dot at (56, 19, 57, 21). a score_dot at (34, 21, 35, 23). a score_dot at (64, 21, 65, 23). a score_dot at (42, 23, 43, 25). a score_dot at (72, 23, 73, 25). a score_dot at (26, 31, 27, 33). a score_dot at (56, 31, 57, 33). a score_dot at (26, 43, 27, 45). a score_dot at (56, 43, 57, 45). a score_dot at (34, 45, 35, 47). a score_dot at (64, 45, 65, 47). a score_dot at (42, 47, 43, 49). a score_dot at (72, 47, 73, 49). a score_dot at (26, 55, 27, 57). a score_dot at (34, 57, 35, 59). a score_dot at (72, 59, 73, 61). a score_dot at (26, 67, 27, 69). a score_dot at (56, 67, 57, 69). a score_dot at (34, 69, 35, 71). a score_dot at (64, 69, 65, 71). a score_dot at (72, 71, 73, 73). a score_dot at (56, 79, 57, 81). a score_dot at (34, 81, 35, 83). a score_dot at (26, 91, 27, 93). a score_dot at (56, 91, 57, 93). a score_dot at (34, 93, 35, 95). a score_dot at (64, 93, 65, 95). a score_dot at (42, 95, 43, 97). a score_dot at (72, 95, 73, 97). a score_dot at (34, 105, 35, 107). a score_dot at (72, 107, 73, 109). a score_dot at (26, 115, 27, 117). a score_dot at (56, 115, 57, 117). a score_dot at (34, 117, 35, 119). a score_dot at (64, 117, 65, 119). a score_dot at (42, 119, 43, 121). a score_dot at (72, 119, 73, 121). a score_dot at (26, 127, 27, 129). a score_dot at (56, 127, 57, 129). a score_dot at (26, 139, 27, 141). a score_dot at (56, 139, 57, 141). a score_dot at (34, 141, 35, 143). a score_dot at (64, 141, 65, 143). a score_dot at (42, 143, 43, 145). a score_dot at (72, 143, 73, 145). a score_dot at (26, 151, 27, 153). a score_dot at (42, 155, 43, 157). a score_dot at (26, 163, 27, 165). a score_dot at (56, 163, 57, 165). a score_dot at (34, 165, 35, 167). a score_dot at (64, 165, 65, 167). a score_dot at (42, 167, 43, 169). a lives_display at (18, 186, 34, 191). a score_display at (53, 175, 70, 182). Then, Let me consider what the optimal next action would be. This appears to be a maze-like game where the player navigates a character. The goal seems to be collecting the numerous dots scattered throughout the maze. The character moved downwards slightly from the first frame to the last. There's a clear path downwards and slightly to the right from the character's current position. Moving in that direction allows the character to progress deeper into the maze and towards more of the collectible dots. Therefore, continuing that movement seems like a reasonable decision for achieving the primary game objective.</think> <answer>NOOP</answer>

AlienNoFrameskip-v4

0

NOOP

[ 0 ]

0

4

false

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DOWNRIGHT

8

"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)

"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)

"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)

AlienNoFrameskip-v4

[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)

6

UPRIGHT

[ 0 ]

0

5

false

0.001

"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAKAAAACgAAAAAAAAAAAAAAD0(...TRUNCATED)

"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAJAAAACQAAAAAAAAAAAAAAD0(...TRUNCATED)

NOOP

0

"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)

"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)

"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)

AlienNoFrameskip-v4

[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)

0

NOOP

[ 0 ]

0

6

false

0.001

"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYALAAAACwAAAAAAAAAAAAAAD0(...TRUNCATED)

"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAKAAAACgAAAAAAAAAAAAAAD0(...TRUNCATED)

UPRIGHT

6

"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)

"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)

"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)

AlienNoFrameskip-v4

[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)

6

UPRIGHT

[ 0 ]

0

7

false

0.001

"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAMAAAADAAAAAAAAAAAAAAAD0(...TRUNCATED)

"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYALAAAACwAAAAAAAAAAAAAAD0(...TRUNCATED)

NOOP

0

"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)

"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)

"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)

AlienNoFrameskip-v4

[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)

0

NOOP

[ 0 ]

0

8

false

0.001

"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYANAAAADQAAAAAAAAAAAAAAD4(...TRUNCATED)

"gASVjDgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYTgAAPc8BgD3PAYAMAAAADAAAAAAAAAAAAAAAD0(...TRUNCATED)

UPRIGHT

6

"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)

"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)

"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)

AlienNoFrameskip-v4

[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)

6

UPRIGHT

[ 0 ]

0

9

false

0.001

"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYAOAAAADgAAAAAAAAAAAAAAD4(...TRUNCATED)

"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYANAAAADQAAAAAAAAAAAAAAD4(...TRUNCATED)

NOOP

0

"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)

"\nYou are given a sequence of consecutive video game frames (observations).\n\nYour task is to anal(...TRUNCATED)

"<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)

AlienNoFrameskip-v4

[{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/shooting_1_AUG/--/{dataset_git_(...TRUNCATED)

6

UPRIGHT

[ 0 ]

0

10

false

0.001

"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYAPAAAADwAAAAAAAAAAAAAAD4(...TRUNCATED)

"gASVjTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCYjgAAPc8BgD3PAYAOAAAADgAAAAAAAAAAAAAAD4(...TRUNCATED)

UPRIGHT

6