SlowGuess/NeurIPS_2023_OCR huggingface dataset:
- Stone: Collect using wood_pickaxe or stone_pickaxe as the user already has them in their inventory.
- Path: Use as guidance to navigate the environment.
- Tree: Collect wood with wood_pickaxe or stone_pickaxe.
- Table: Use it to craft tools and weapons.
1. Stone: Yes, the requirements are met for interaction. The player has both wood_pickaxe and stone_pickaxe in their inventory, which are enough to collect stone.
2. Path: Yes, the requirements are met for interaction. The player can follow the path as there is no specific requirement to interact with a path.
3. Tree: Yes, the requirements are met for interaction. The player has a wood_pickaxe and stone_pickaxe, which can be used to collect wood from the tree.
4. Table: Yes, the requirements are met for interaction. The player can use the nearby table to craft tools and weapons as needed.
5. Grass: Yes, the requirements are met for interaction, but grass does not contribute any notable resources or interactions.
1. Priority 4/5: Increase drink level - The player's drink level is at 5/9, which should be increased to maintain a healthy status. The player should search for a water source (e.g., lake) and collect water to drink.
2. Priority 3.5/5: Increase food level - The player's food level is at 6/9, and it would be beneficial to find a food source like an animal (e.g., cow) or plant to increase their food level and maintain good health.
3. Priority 3/5: Collect more resources - The player should continue to gather more resources such as stone, wood, and iron to have a sufficient supply that would help in crafting more advanced tools and weapons or building shelters in the long run. This can be done by interacting with stones, trees, and potentially finding iron ores in the environment.
Requirements for the top sub-task (Increase drink level):
1. Locate a water source (e.g., lake, river, or pond) in the surroundings.
2. Approach the water source.
3. Collect drinkable water from it.
The player should first start exploring the environment to find a water source. They can move in any direction (north, east, south, or west) until they locate a water source nearby. Once located, they should approach the water source and collect drinkable water to increase their drink level.
1. Priority 1: Move East (Requirement: Flat ground right to the agent) - This will help the player explore and find a water source to increase their drink level.
2. Priority 2: Move North (Requirement: Flat ground above the agent) - This action will also aid in exploring the environment and finding a water source.
3. Priority 3: Move South (Requirement: Flat ground below the agent) - Similar to the previous actions, this will help the player continue searching for water.
4. Priority 4: Move West (Requirement: Flat ground left to the agent) - This action will help in exploration and locating water sources, as well.
5. Priority 5: Sleep (Requirement: Energy level is below maximum) - Once the energy level drops further, the player can use the sleep action to recover their energy, which will be necessary to maintain exploration and other required activities.
Question: For each action in the list, are the requirements met?
Answer:
1. Move East: Yes, the requirements are met as there is flat ground right to the agent.
2. Move North: Yes, the requirements are met as there is flat ground above the agent
3. Move South: Yes, the requirements are met as there is flat ground below the agent (player just moved south in the last observation).
4. Move West: Yes, the requirements are met as there is flat ground left to the agent (player just moved west in the observation before the last one).
5. Sleep: No, the requirements are not met because the energy level is currently 8 out of 9, which is not below the maximum.
Answer:  
Yes, the last player action succeeded. The move_south action was successful because there was flat ground below the agent, allowing them to move in the south direction as per the requirements listed for that action.
The best executable action from above is Move East, as it meets the requirements and will help the player explore and potentially find a water source to increase their drink level.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  105, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
-health:9/9
-food:6/9
drink:5/9
energy:8/9
- stone: 1
-coal:2
-iron:1
- wood pickaxe: 1
- stone pickaxe: 1
QA
Answer:   
1. Stone: Provides stone resource when mined with a wood or stone pickaxe.   
Requirement: Wood or stone pickaxe.   
2. Path: Doesn't provide any resource, but helps with navigation and movement.   
Requirement: None.
3. Tree: Provides wood resource when chopped with an ax or a pickaxe.
Requirement: Ax or pickaxe.
4. Table: Enables crafting of tools and weapons from collected resources.
Requirement: Must be placed on flat ground.
5. Grass: Doesn't provide any resource directly, but can be dug to collect dirt and clear the land for farming or building. Requirement: Shovel (optional).
1. Stone: Yes, the requirements are met as you have a wood_pickaxe and stone_pickaxe in your inventory, allowing you to mine the stone.
2. Path: Yes, the requirements are met, as no specific tools or items are needed to navigate and move on the path.
3. Tree: Yes, the requirements are met, as you have a wood_pickaxe in your inventory that can be used to chop the tree and collect wood.
4. Table: Yes, the requirements are met, as the table is already placed on flat ground, allowing you to use it for crafting tools and weapons from collected resources.
5. Grass: Yes, the requirements are met as you don't need any specific tools to interact with grass, although having a shovel would be more efficient for clearing land and collecting dirt.
1. Priority 4/5: Find and drink water to restore the drink level - Your drink level is currently  $5 / 9$  so finding water and drinking it should be a priority to avoid dehydration.
2. Priority 3/5: Collect more stone and iron - Having more stone and iron will enable you to craft better tools and weapons. You currently have only 1 stone and 1 iron in your inventory, so gathering more is essential.
3. Priority 2/5: Locate a food source to restore the food level - Your food level is currently 6/9. Although not an immediate concern, finding a food source soon will ensure that you're prepared to restore your food level later when needed.
Requirements for the top sub-task (Find and drink water to restore the drink level):
1. Locate a water source, such as a lake or a river.
2. Approach the water source.
3. Drink from the water source.
The player should first locate a water source in their surroundings by exploring the area. Once a water source is found, the player should move towards it and drink from the water source to increase their drink level.
Priority 1: Action: Move West
Priority 2: Action: Move East
Priority 3: Action: Move North
Priority 4: Action: Move South
Priority 5: Action: Sleep
Requirement: Energy level is below the maximum.
The player should focus on moving in different directions (North, South, East, and West) to explore the surroundings and find a water source. Once their energy level is low, they should sleep to restore their energy.
For the top 5 actions listed, let's check if their requirements are met:
Yes, the requirement is met since the player faces grass at their front (west).
Yes, the requirement is met since the player was able to move east in the most recent step, and no obstacles are mentioned.
Yes, the requirement is met since the player was able to move south in the previous step, and there are no obstacles mentioned in the current observation.
Yes, the requirement is met since the player was able to move south two steps ago without any obstacles being mentioned.
Yes, the requirement is met since the player's energy level is 8/9, which is below the maximum.
It seems that the last player action, move_east, succeeded because the observation after the action indicates that the player's position changed, and there are no negative outcomes mentioned in the observation.
The best executable action from the above list is:
This action is chosen because the player faces grass at their front (west), and it allows the player to explore their surroundings and find additional resources, water sources, or potential shelter locations.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  106, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
Your status:
-health:9/9
- food: 6/9
drink:5/9
-energy:9/9
-iron:
1. Stone: Provides stone resource, can be mined with a wood or stone pickaxe.
2. Path: Provides no resource but allows for easy movement with no requirements.
3. Tree: Provides wood resource, can be chopped down with an ax or simply collected with your hands.
4. Table: Provides a crafting surface for creating tools and weapons, requires having a table in your inventory to place it.
In front of you (west):
5. Grass: Provides no resource but can be removed or flattened with a shovel or by other methods, no requirements for interacting with it.
1. Stone: Yes, the requirements are met for interaction since you have both a wood_pickaxe and a stone_pickaxe in your inventory.
2. Path: Yes, the requirements are met for interaction as there are no specific requirements to move along the path.
3. Tree: Yes, the requirements are met for interaction, you can collect wood directly by interacting with the tree even without having an axe.
4. Table: Yes, the requirements are met since the table is already placed, and you can interact with it to craft tools and weapons.
5. Grass: Yes, the requirements are met for interaction, although you don't have a shovel, grass can be removed or flattened by other methods or simply walked over without any barriers.
Question: List top 3 sub-tasks the player should follow. Indicate their priority out of 5.
Answer:
1. Priority 5: Find a water source to drink from and replenish your thirst, as your current drink level is at 5/9.
2. Priority 4: Locate a food source such as a cow or fruits to increase your food level, which currently stands at 6/9.
3. Priority 3: Collect more resources, such as stone, wood, and iron, to enhance your tools and weapons or to create new ones, for better gameplay experience and survival.
Question: What are the requirements for the top sub-task? What should the player do first?
Requirements for the top sub-task (Find a water source to drink from):
1. Locate a water source, such as a lake or river, while exploring the game world.
2. Approach the water source and face the water directly.
The player should first prioritize locating a water source. They can do this by exploring the game world, moving in various directions (north, east, south, or west) while keeping an eye on any visible lakes, rivers, or other bodies of water in the environment. Once they find a water source, they should approach it and take a drink to replenish their thirst.
Question: List top 5 actions the player should take and the requirement for each action. Choose ONLY from the list of all actions. Indicate their priority out of 5.
Answer:
1. Priority 1 - Move East: Requirements - Flat ground right to the agent. This action will bring the player closer to the table and stone observed in their current position.
2. Priority 2 - Move South: Requirements - Flat ground below the agent. Moving south will also bring the player closer to the stone and the table.
3. Priority 3 - Make Iron Pickaxe: Requirements - Nearby table, furnace; wood, coal, iron in inventory. Assuming the player has access to a furnace, this action will allow them to upgrade their pickaxe.
4. Priority 4 - Move North: Requirements - Flat ground above the agent. Exploring the area might help the player find a water source or other helpful resources.
5. Priority 5 - Move West: Requirements - Flat ground left to the agent. This action allows the player to explore and possibly find new resources or water sources. The player should also be prepared to change direction if an obstacle is encountered.
1. Move East: Yes, the requirements are met. Flat ground is right to the player.
2. Move South: Yes, the requirements are met. Flat ground is below the player.
3. Make Iron Pickaxe: Partially met. The player has wood, coal, and iron in their inventory. However, it's unclear whether the player currently has access to a furnace. The player has to be nearby the table and the furnace to craft the iron pickaxe.
4. Move North: Yes, the requirements are met. Flat ground is above the player.
5. Move West: Yes, the requirements are met. Flat ground is left to the player.
Yes, the last player action (move_west) succeeded because the player was able to change their position without any obstacles or restrictions mentioned in the observation. The observation shows that the player moved from facing grass at their front (west) in step 210 to facing grass again at their front (west) in step 212.
The best executable action from above is to Move East. This action meets the requirements and brings the player closer to the table and stone, which are important for crafting and building.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  107, Cumulative Reward: 1.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- health: 9/9
- food: 6/9
- drink: 5/9
- energy: 9/9
1. Grass: Provides no direct resources but can be used as a location marker or to be traversed; no requirements.
2. Stone: Provides stone resources for crafting tools and building; requires a wood pickaxe or better to be mined.
3. Path: Provides guidance and ease of travel in the game; no requirements.
4. Tree: Provides wood resources for crafting tools and building; requires any tool or bare hands to be chopped down.
5. Table: Provides a surface to craft tools and weapons; requires wood to be crafted initially.
1. Grass: Yes, the requirements are met for interaction as there are no specific requirements to interact with grass.
2. Stone: Yes, the requirements are met for interaction as the player has a wood_pickaxe and a stone_pickaxe in their inventory.
3. Path: Yes, the requirements are met for interaction as there are no specific requirements to travel along the path.
4. Tree: Yes, the requirements are met for interaction as the player can use any tool or their bare hands to chop down the tree.
5. Table: Yes, the requirements are met for interaction as the player already has a table placed in their environment.
1. Collect more resources (Priority: 5/5)
- Chop down the tree for more wood
- Mine stone using the stone_pickaxe (faster than the wood_pickaxe)
- Consider how to collect more iron, as the player currently has only one piece
2. Improve the player's health, food, and drink levels (Priority: 4/5)
- Find food, such as fruits or hunt animals, to increase the food level
- Drink from a water source, like a lake or river, to increase the drink level
- Ensure the player avoids monsters and dangerous situations to maintain health
3. Craft better tools and weapons (Priority: 3/5)
- Use the table to craft necessary or improved items
- Consider crafting an iron sword or other iron tools when more iron is collected
- Keep an eye on the durability of the current tools and prepare to replace them when needed
1. Tree nearby to chop for wood
2. Stone nearby to mine
3. Appropriate tools in the inventory (wood_pickaxe and stone_pickaxe)
Since the player already has the necessary tools and is near both a tree and stone, the player should first:
1. Move south towards the tree to chop it for more wood.
1. Priority 1: Move South (Requirement: Flat ground below the agent)
2. Priority 2: Do (Requirement: Facing tree; have wood_pickaxe)
3. Priority 3: Move South-East (Requirement: Flat ground to the south-east of the agent)
4. Priority 4: Do (Requirement: Facing stone; have stone_pickaxe)
5. Priority 5: Move to a water source and drink (Requirement: At a water source; thirst level below maximum)
1. Priority 1: Move South (Requirement: Flat ground below the agent) - Yes, the requirement is met.
2. Priority 2: Do (Requirement: Facing tree; have wood_pickaxe) - No, the player is not facing a tree.
3. Priority 3: Move South-East (Requirement: Flat ground to the south-east of the agent) - Yes, the requirement is met.
4. Priority 4: Do (Requirement: Facing stone; have stone_pickaxe) - No, the player is not facing stone
5. Priority 5: Move to a water source and drink (Requirement: At a water source; thirst level below maximum) - No, the player is not at a water source.
Yes, the last player action "move_east" succeeded. The player moved from one location (facing grass) to another location (facing a path), and the observation shows the change in scenery and objects around the player after the move. There were no obstacles or restrictions mentioned, so the move was executed successfully.
The best executable action from the list above is Priority 1: Move South, since its requirement (Flat ground below the agent) is met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  108, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- grass 1 steps to your west
- stone 2 steps to your south-east
-path 1 steps to your north
- tree 3 steps to your south
-health:9/9
-food:6/9
drink:5/9
- energy: 9/9
1. Grass:
Resource provided: Can be used to create paths or collect seeds for farming. Requirement: Generally, no specific requirements to interact with grass.
2. Stone:
Resource provided: Can be used to craft stone tools and build structures.
Requirement: Requires a wood pickaxe or better to collect stone.
3. Path:
Resource provided: A guiding passage between different locations.
Requirement: No specific requirement to interact, mainly used for navigation.
4. Tree:
Resource provided: Provides wood for crafting tools, weapons, and structures.
Requirement: Can be collected using any tool, but using an axe (wooden or better) is more efficient.
Resource provided: A crafting station to create tools and weapons.
Requirement: Must have wooden material to craft a table. To use, stand adjacent to the table and interact with required materials in inventory.
Requirements met: Yes, you can interact with grass without any specific tool or requirement.
Requirements met: Yes, since you have both a wood_pickaxe and a stone_pickaxe in your inventory, you can interact with the stone to collect it.
Requirements met: Yes, you can freely move along the path for navigation without any specific requirement.
Requirements met: Although you do not have an axe, you can still interact with the tree using either the wood_pickaxe or stone_pickaxe from your inventory, but it will be less efficient than using an axe.
Requirements met: Yes, you are adjacent to the table and can interact with it using the required materials in your inventory for crafting purposes.
1. Craft an iron_pickaxe and iron_sword (Priority: 5/5)
To achieve these goals, you would need more iron and to place a furnace. Once the furnace is placed, use the coal in the inventory for smelting additional iron.
2. Increase food and drink levels (Priority: 4/5)
Find sources of food (e.g., cows, fruits) and water (e.g., lakes, rivers). Interact with them to consume food and drink in order to restore your food and drink levels.
Gather more wood, stone, and other essential resources to ensure you have enough materials for future crafting, building, and surviving potential threats.
To complete the top sub-task of crafting an iron_pickaxe and iron_sword, the player needs to meet the following requirements:
1. Collect more iron: The player currently has 1 iron in their inventory. Crafting an iron_pickaxe and iron_sword requires a total of 5 iron (3 for the pickaxe, 2 for the sword). To collect more iron, the player should use their stone_pickaxe to mine iron ores.
2. Place a furnace: The player needs a furnace to smelt the iron ores. The player has enough stone in their inventory (1) to craft a furnace. The player should place their furnace in a nearby suitable location.
3. Smelt iron ores into iron ingots: Once the furnace is placed, the player can use the coal (2) in their inventory to smelt the iron ores into iron ingots.
4. Craft iron_pickaxe and iron_sword: With sufficient iron ingots and a placed furnace, the player can then use the nearby table to craft the iron_pickaxe and iron_sword.
The first thing the player should do is place the furnace in a suitable location, as they already have enough stone in their inventory to craft it. Then, they can proceed with collecting more iron using their stone_pickaxe.
1. Priority 1: Place Furnace (Requirement: Stone in inventory) The player has enough stone in their inventory to craft a furnace, which is needed for smelting iron ores later.
2. Priority 2: Move East (Requirement: Flat ground right to the agent)
The player should start exploring their surroundings to locate iron ores which are necessary for crafting an iron_pickaxe and iron_word.
Continuing exploration in search of iron ores, the player should move in different directions.
Once the player locates iron ores, they should use their stone_pickaxe to mine them for collecting more iron.
5. Priority 5: Move North (Requirement: Flat ground above the agent)
As part of exploring the surroundings and possibly finding more resources, the player can move in this direction as well.
1. Place Furnace: Yes, the requirement is met. The player has 1 stone in their inventory, which is enough to place a furnace.
2. Move East: Yes, the requirement is met. The player faces a path (flat ground) to their east.
3. Move South: No, the requirement is not met at this moment due to the player facing a table. The player needs to face flat ground to the south to move in that direction.
4. Do: No, the requirement is not met. The player has not found any iron ores and is not facing any creature or material to interact with.
5. Move North: Yes, the requirement is met. The player has a path (flat ground) 1 step to their north, which makes it possible to move in that direction.
Yes, the last player action (move_south) succeeded because there was a clear path with no obstacles in the south direction, allowing the player to move in that direction.
The best executable action from the provided list is action 2: Move East, as the player faces a path (flat ground) in the east direction and it allows the player to explore their surroundings, possibly finding more resources.