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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, 20) to (160, 209). I see
a buildings at (51, 179, 84, 210).
a buildings at (131, 178, 160, 210).
the lives at (40, 215, 85, 230), whose value is 2.
Then, Let me consider what the optimal next action would be.
The game appears to be a shooting game with a focus on spatial awareness and survival. The agent seems to be navigating a landscape with obstacles. The primary goal appears to be survival while potentially accumulating points, as indicated by the score at the top. The presence of lives suggests that making mistakes results in penalties. There's an enemy object to the right that could pose a threat. To gain more space to maneuver relative to the enemy and obstacles, a move to the left would be beneficial.</think>
<answer>LEFT</answer>
|
AirRaidNoFrameskip-v4
| 3
|
LEFT
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|
LEFT
| 3
|
||
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, 20) to (160, 209). I see
a buildings at (134, 179, 159, 210).
a buildings at (54, 179, 85, 210).
a buildings at (2, 177, 6, 210).
the lives at (40, 215, 85, 230), whose value is 2.
Then, Let me consider what the optimal next action would be.
The game appears to be an action game where the player character navigates a landscape. The player character is positioned above a platform. A flying enemy is visible in the upper portion of the screen, moving right. To the right, there is a platform that is getting closer. A platform is appearing on the left edge of the screen. The goal is likely to survive and accumulate points. The current arrangement of platforms suggests a need to prepare for the upcoming platform on the left to avoid falling.</think>
<answer>LEFT</answer>
|
AirRaidNoFrameskip-v4
| 3
|
LEFT
|
[
0
] | 475
| 3
| 122
| false
| 0.001
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|
LEFT
| 3
|
||
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, 20) to (160, 209). I see
a buildings at (55, 179, 88, 210).
a buildings at (134, 179, 159, 210).
a buildings at (2, 178, 9, 210).
the lives at (40, 215, 85, 230), whose value is 2.
Then, Let me consider what the optimal next action would be.
This appears to be an action game where the agent navigates a vertical space, likely avoiding obstacles. The agent is positioned over a platform. Enemies seem to spawn and move downwards. The primary goal appears to be survival and point accumulation. In the previous frame, there was an enemy approaching from the right. Continuing on the current trajectory might lead to a collision. Therefore, the most logical course of action is to alter the agent's position.</think>
<answer>LEFT</answer>
|
AirRaidNoFrameskip-v4
| 3
|
LEFT
|
[
0
] | 475
| 3
| 123
| false
| 0.001
|
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|
LEFT
| 3
|
||
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, 20) to (160, 209). I see
a buildings at (58, 179, 89, 210).
a buildings at (137, 179, 159, 210).
a buildings at (2, 178, 11, 210).
the lives at (40, 215, 85, 230), whose value is 2.
Then, Let me consider what the optimal next action would be.
The game appears to be an action game involving navigating a character across platforms. The player seems to be avoiding contact with the terrain or potentially enemies. Observing the relative positions of the character and the platforms, the agent has consistently been on the initial platform, and the second platform is closer than the others. From the previous timestep, the position of the buildings has moved, potentially indicating continuous scrolling. Considering the character's location, and the apparent presence of obstacles, moving towards the second platform seems to provide a safer path forward.</think>
<answer>LEFT</answer>
|
AirRaidNoFrameskip-v4
| 3
|
LEFT
|
[
0
] | 475
| 3
| 124
| false
| 0.001
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| 3
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|
AirRaidNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/OOD_8_SEP/--/{dataset_git_revis(...TRUNCATED)
| 3
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[
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LEFT
| 3
|
|
"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)
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|
AirRaidNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/OOD_8_SEP/--/{dataset_git_revis(...TRUNCATED)
| 3
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[
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LEFT
| 3
|
|
"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)
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|
AirRaidNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/OOD_8_SEP/--/{dataset_git_revis(...TRUNCATED)
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[
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| 3
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|
AirRaidNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/OOD_8_SEP/--/{dataset_git_revis(...TRUNCATED)
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[
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| 3
| 128
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| 0.001
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LEFT
| 3
|
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
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|
AirRaidNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/OOD_8_SEP/--/{dataset_git_revis(...TRUNCATED)
| 4
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RIGHTFIRE
|
[
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|
LEFT
| 3
|
|
"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 (0(...TRUNCATED)
|
AirRaidNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/OOD_8_SEP/--/{dataset_git_revis(...TRUNCATED)
| 3
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|
[
0
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| 3
| 130
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|
RIGHTFIRE
| 4
|
End of preview. Expand
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