system stringclasses 1 value | problem stringclasses 1 value | answers stringlengths 472 1.53k | game_name stringclasses 6 values | images images listlengths 3 3 | current_image imagewidth (px) 160 160 | action_index int64 0 17 | action stringclasses 18 values | reward listlengths 1 1 | episode_reward float64 -3,200 13k | episode_id int64 0 15 | step_id int64 1 1.92k | 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 (0, 33) to (158, 176). I see
a player at (132, 95, 136, 103).
Then, Let me consider what the optimal next action would be.
The game appears to be a maze-like exploration or puzzle title. The player character is stationary, potentially indicating a safe position or moment of contemplation. There are obstacles or walls represented by solid blocks. The goal may be to reach the object at the bottom, perhaps requiring solving a puzzle or navigating a path. Since the player character's position remains the same for several frames, and there is no immediate threat, maintaining the current position seems reasonable. Any rash movement could lead to an undesirable outcome.</think>
<answer>RIGHT</answer> | TutankhamNoFrameskip-v4 | 2 | RIGHT | [
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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 (0, 33) to (158, 176). I see
a player at (132, 95, 136, 103).
Then, Let me consider what the optimal next action would be.
The game appears to be a simple exploration or maze-like challenge. The player character is static across frames, suggesting a need to navigate carefully. A key objective appears to be reaching the player's goal, which could be associated with the object located above the player. The path involves potentially navigating around solid sections. The character has not moved in the past few frames, implying a need to proceed.</think>
<answer>RIGHTFIRE</answer> | TutankhamNoFrameskip-v4 | 6 | RIGHTFIRE | [
0
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] | RIGHT | 2 | ||
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 (0, 33) to (158, 176). I see
a player at (132, 95, 136, 103).
Then, Let me consider what the optimal next action would be.
The game appears to be a side-scrolling action game. The player character remains in a similar position across the frames, suggesting a static encounter or a brief pause in movement. Given the stable position and the potential for enemies or obstacles off-screen, a proactive response is warranted. The character might be facing an unseen threat, and immediate action is needed to address it effectively. Preparing for any potential dangers is the optimal strategy in this context.</think>
<answer>RIGHTFIRE</answer> | TutankhamNoFrameskip-v4 | 6 | RIGHTFIRE | [
0
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] | RIGHTFIRE | 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 (0, 33) to (158, 176). I see
a player at (132, 95, 136, 103).
Then, Let me consider what the optimal next action would be.
The game appears to be an action or shooting game, given the static viewpoint and the presence of a player character in a maze-like environment. The player seems to be exploring this environment, likely searching for a goal or fighting enemies. The player has been in the same location for multiple frames. There might be an enemy or target immediately to the right that requires immediate action, given the player's inaction otherwise. It is possible the player is attempting to eliminate a threat.</think>
<answer>DOWN</answer> | TutankhamNoFrameskip-v4 | 4 | DOWN | [
0
] | 0 | 0 | 4 | false | 0.001 | [
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