SlowGuess/NeurIPS_2023_OCR huggingface dataset:
1. Move West: Yes, the requirement is met. The player is currently facing grass (west) which indicates flat ground left to the agent.
2. Move North: Based on the player observation, there is no information about what's directly north, so it's unclear if there is flat ground above the agent. However, there is a path 2 steps to the north-east and a tree 4 steps to the north-west, which may indicate that moving north could be possible.
3. Move East: Yes, the requirement is met. There is a path 2 steps to the agent's north-east and flat ground is right to the agent.
4. Move South: Based on the player observation, there is no information about what's directly south, so it's unclear if there is flat ground below the agent. However, there is a stone 3 steps to the agent's south-east and a table 2 steps to the agent's south-east, which may indicate that moving south could be possible.
5. Do (Drink Water): No, the requirement is not met as the player is currently facing grass (west) and there is no water source at the agent's front that the player can drink from. The player must first locate a water source and face it to fulfill this requirement.
Yes, the last player action (move_west) succeeded because there was flat ground to the west of the player, allowing them to move in that direction without any obstacles.
The best executable action from above is Move West because the requirement is met, as the player is currently facing grass ( west) which indicates flat ground left to the agent. This action will allow the player to explore and potentially find valuable resources such as a water source.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  95, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
-path2steps to your north-east
- tree 4 steps to your north-west
- table 2 steps to your south-east
- cow 5 steps to your north-west
-health:9/9
-food:6/9
- drink: 5/
energy:8/9
1. Stone - Provides resource: stone; Requirement: stone_pickaxe to collect.
2. Path - Provides resource: none; Requirement: none.
3. Tree - Provides resource: wood; Requirement: wood_pickaxe to collect.
4. Table - Provides resource: none; Requirement: used for crafting tools and weapons.
5. Cow - Provides resource: food and leather; Requirement: a weapon to defeat (e.g., wood, stone, or iron sword).
6. Grass - Provides resource: none; Requirement: none.
1. Stone - Yes, the requirements are met as you have a stone_pickaxe in your inventory.
2. Path - Yes, there are no requirements for interacting with the path.
3. Tree - Yes, the requirements are met, as you have a wood_pickaxe in your inventory.
4. Table - Yes, the requirements are met, as you have crafted various tools already, and the table is available for further crafting.
5. Cow - Partially met, you don't currently have a weapon (wood, stone, or iron sword) in your inventory, but you can craft one using the table.
6. Grass - Yes, there are no requirements for interacting with the grass.
1. Craft a weapon (e.g., wood, stone, or iron sword) to defeat the cow and obtain food - Priority: 5/5, as your food level is 6/9, and you need to address this to maintain your health.
2. Collect wood from the tree using your wood_pickaxe to craft more items and tools - Priority: 4/5, considering the tree's proximity, it would be good to gather more wood resources for future crafting.
3. Drink water from a nearby water source to increase your drink level - Priority: 3/5, as your drink level is 5/9,
addressing this soon will ensure your survival in the game.
The top sub-task is crafting a weapon (wood, stone, or iron sword) to defeat the cow and obtain food.
Requirements for crafting a weapon are:
1. Wood Sword: Nearby table and wood in inventory.
2. Stone Sword: Nearby table, wood, and stone in inventory.
3. Iron Sword: Nearby table, furnace, wood, coal, and iron in inventory.
Based on your inventory and available resources, you currently have enough resources to craft a Stone Sword (you have a wood, stone, and a nearby table).
1. Move to the nearby table by going east two steps.
2. Craft the Stone Sword at the table (since you already have wood and stone in your inventory).
1. Priority 1: Move East - Requirement: Flat ground right to the agent. (Move towards the table)
2. Priority 2: Move East - Requirement: Flat ground right to the agent. (Move to the table position)
3. Priority 3: Make Stone Sword - Requirements: Nearby table; wood, stone in inventory. (Craft the Stone Sword)
4. Priority 4: Move West - Requirement: Flat ground left to the agent. (Move towards the cow)
5. Priority 5: Move North - Requirement: Flat ground above of the agent. (To reach the cow to defeat and get food)
1. Priority 1: Move East - Requirement: Flat ground right to the agent. (Move towards the table)  
- Yes, the requirement is met.
2. Priority 2: Move East - Requirement: Flat ground right to the agent. (Move to the table position)
- Yes, the requirement is met (assuming the ground remains flat after taking the first move east action).
3. Priority 3: Make Stone Sword - Requirements: Nearby table; wood, stone in inventory. (Craft the Stone Sword)
- Yes, the requirements are met (after moving to the table)
4. Priority 4: Move West - Requirement: Flat ground left to the agent. (Move towards the cow)
- Yes, the requirement is met.
5. Priority 5: Move North - Requirement: Flat ground above of the agent. (To reach the cow to defeat and get food)
- The requirement will be met if the ground remains flat after moving towards the cow.
Yes, the last player action, move_west, succeeded. It succeeded because there was flat ground (grass) to the west of the
player, allowing them to move in that direction.
The best executable action from above is Priority 1: Move East - Moving towards the table, as the requirement of flat ground right to the agent is met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  96, 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
1. Stone: Provides stone as a resource, which can be used for crafting tools, weapons, and building structures. Requirement: Stone pickaxe or higher to collect.
2. Path: Provides ease of movement and navigation. No direct resources provided. No requirements.
3. Tree: Provides wood as a resource for crafting tools, weapons, and building structures. Requirement: Wood or higher level of pickaxe to collect.
4. Table: Provides a surface for crafting various tools and weapons using the resources collected. Requirement: Wood to build and place the table.
5. Cow: Provides food as a resource when defeated, helping to replenish the hunger bar. Requirement: Defeat the cow using a weapon (e.g., wood sword, stone sword, iron sword).
1. Stone: Yes, the requirements are met for interaction because you have a stone_pickaxe in your inventory, which is suitable for collecting stone.
2. Path: Yes, the requirements are met for interaction as there are no specific requirements for using the path. You can simply move along it for easier navigation.
3. Tree: Yes, the requirements are met for interaction because you have a wood_pickaxe in your inventory, which is suitable for collecting wood from the tree.
4. Table: Yes, the requirements are met for interaction because the table is already placed 2 steps to your south-east. You can interact with it to craft items given you have the necessary resources.
5. Cow: Yes, the requirements are met for interaction, although you don't have a specific weapon in your inventory. You can try to defeat the cow using your pickaxes or craft a weapon such as a wood sword, stone sword, or iron sword first for a more efficient interaction.
1. Priority 5: Replenish thirst by finding a source of water (lake or river) and interacting with it to collect a drink, as your current drink level is 5/9.
2. Priority 4: Increase your food supply by defeating the cow 5 steps to your north-west, which will provide you with more food to restore your hunger bar, currently at 6/9.
3. Priority 3: Craft a weapon (e.g., wood sword or stone sword) at the table 2 steps to your south-east to improve your ability to defend yourself and defeat creatures like the cow more efficiently.
Requirements for the top sub-task (Replenish thirst):
Find a source of water (lake or river)
- Interact with the water source to collect a drink
The player should begin searching for a water source by observing their surroundings and then move toward it. If the player already knows the location of a nearby water source, such as a lake or river, they should start moving in that direction. Exploring the environment will help the player locate a suitable water source to replenish their thirst.
Answer:
1. Priority 1: Move West (Requirement: Flat ground left to the agent) - The player currently faces grass to the west, and moving can help them explore the environment and find a water source.
2. Priority 2: Move North (Requirement: Flat ground above the agent) - If west is not the right direction towards a water source, moving north can help the player explore the environment and find a water source.
3. Priority 3: Move South (Requirement: Flat ground below the agent) - If west and north are not suitable directions, explore the environment by moving south to find water.
4. Priority 4: Move East (Requirement: Flat ground right to the agent) - Returning to the starting point and moving east will further help the player explore the environment to find a water source.
5. Priority 5: Do (Requirement: Facing creature or material; have necessary tool) - Once the player finds a water source, they should interact with it to collect a drink to replenish their thirst.
1. Priority 1: Move West - Yes, the requirement is met. The player is currently facing grass to the west, which is flat ground.
2. Priority 2: Move North - Yes, the requirement is met. There is flat ground above the agent as no obstacle is mentioned in the north direction.
3. Priority 3: Move South - Yes, the requirement is met. There is flat ground below the agent since no obstacle is mentioned in the south direction.
4. Priority 4: Move East - Yes, the requirement is met. The player has just moved from east to west, so there must be flat ground to the east.
5. Priority 5: Do - No, the requirement is not met. The player has not discovered a water source to face and interact with yet.
Yes, the last player action (move_east) succeeded because there was flat ground to the east, which allowed the player to move in that direction.
The best executable action from above is Priority 1: Move West. The requirement is met, as there is flat ground to the agent's left (west), and it will help the player explore the environment in search of a water source.
- Step: 97, Cumulative Reward: 0.0=You took action move_west.
-health:9/9
food:6/9
drink:5/9
energy:8/9
Answer:
1. Stone: Provides stone material, which can be used to craft tools and weapons; requires a wood_pickaxe or a stone_pickaxe to collect.
2. Path: Provides a clear walkable area without any resources.
3. Tree: Provides wood material, which can be used for crafting and building; requires no particular tool to collect, although using an axe may speed up the process.
4. Table: Provides a surface to craft tools, weapons, and other items; requires wood to build and place.
5. Grass: Acts as a simple terrain element, no specific resources or requirements.
1. Stone: Yes, the requirements are met because you have a wood_pickaxe and a stone_pickaxe in your inventory.
2. Path: Yes, there are no specific requirements to interact with a path. You can walk on it freely.  
3. Tree: Yes, there are no specific requirements to interact with a tree and collect wood from it. Although using an axe may speed up the process, it is not a requirement.
4. Table: Yes, the requirements are met because the table is already built and placed. You can use it for crafting without any additional requirements.
5. Grass: Yes, there are no specific requirements to interact with grass as it is just a terrain element. You can walk on it freely.
1. Priority 4/5: Find water and drink to restore thirst (drink: 5/9). Drinking water is essential to maintain your in-game survival.
2. Priority 3/5: Find food or hunt a cow (5 steps to your north-west) to restore food level (food: 6/9). Your food level is not high, and improving it will help ensure your survival.
3. Priority 2/5: Collect resources (wood, stone, iron) and craft better tools or weapons, like an iron pickaxe or sword. It will offer better efficiency and protection from monsters in the game.
Top Sub-task: Find water and drink to restore thirst.
- Locate a water source such as a lake, river, or stream.
- Move towards the water source.
- Interact with the water source to drink.
The player should start by locating a water source in their immediate surroundings by exploring their environment. Once a water source is found, they should move towards it and interact with it to drink and restore their thirst level.
1. Priority 1: Move East (Requirement: Flat ground right to the agent)
- Move in the east direction to get closer to the path and table.
2. Priority 2: Move North (Requirement: Flat ground above of the agent)
- Move in the north direction searching for a water source to restore thirst and also to get closer to the tree for collecting wood if needed.
3. Priority 3: Move West (Requirement: Flat ground left to the agent)
- Move in the west direction to explore the environment and potentially find a water source.
4. Priority 4: Move South (Requirement: Flat ground below the agent)
- Move in the south direction to explore the environment and potentially find a water source.
5. Priority 5: Do (Requirement: Facing creature or material; have a necessary tool)
- Interact with the water source if found while exploring, using the necessary tool (if any) to drink and restore thirst.
1. Move East: Yes, the requirement for moving east (flat ground right to the agent) is met, as the player can see a path 2 steps to their north-east.
2. Move North: Yes, the requirement for moving north (flat ground above the agent) is met, as the player sees grass at their front (west), suggesting flat ground is available for movement in all cardinal directions.
3. Move West: Yes, the requirement for moving west (flat ground left to the agent) is met, as seen in Player Observation Step 194, where the agent took action move_west.
4. Move South: Yes, the requirement for moving south (flat ground below the agent) is met, as the player sees grass at their front (west), suggesting flat ground is available for movement in all cardinal directions.
5. Do: Currently, the requirement for "Do" action (facing creature or material; have necessary tool) is not met, as the player is only facing grass, and there is no mention of a nearby water source or the tool needed to interact with it. The player will need to move and explore to find the water source before this requirement is met.
Yes, the last player action "move_pest" succeeded. The player was able to move in the west direction since there was flat ground (grass) in front of them, allowing them to change their position.
The best executable action from the list above is "Move East" as it will bring the player closer to the path and the table, and it meets the requirement of having flat ground to the right of the agent.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  98，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/
energy:8/9
- Resource it provides: Stone material for crafting tools and building structures.
- Requirement: Use a wood_pickaxe or better to collect the stone.
- Resource it provides: Faster and easier movement across the terrain.
- Requirement: No specific requirement, just walk on it.
- Resource it provides: Wood material for crafting tools and building structures.
- Requirement: Use any type of pickaxe or axe to collect the wood.
- Resource it provides: A place to craft items such as tools and weapons.
- Requirement: Stand near the table to access the crafting interface.
- Resource it provides: Can be collected to create pathways or other landscape features.
- Requirement: Use any type of pickaxe or shovel to collect the grass.
Stone:
- Requirements met: Yes, you have a wood_pickaxe and a stone_pickaxe in your inventory. You can use either to collect the
- Requirements met: Yes, you can walk on the path as there are no specific requirements for interaction.
- Requirements met: Yes, you have a wood_pickaxe and a stone_pickaxe in your inventory. While using an axe would be more efficient, you can still use either pickaxe to collect the wood from the tree.
- Requirements met: Yes, you can interact with the table to craft items as long as you stand near it.
- Requirements met: Yes, you have a wood_pickaxe and a stone_pickaxe in your inventory. While using a shovel would be more efficient, you can still use either pickaxe to collect the grass.
1. Increase food and drink levels (Priority: 5)
- Sub-task: Find and eat food (e.g. collect fruits, vegetables, or hunt animals) to increase your food level.
- Sub-task: Find a water source (e.g. lake, river) to drink from and increase your drink level.
2. Collect resources for crafting and building (Priority: 4)
- Sub-task: Collect stone and wood from nearby materials to improve and create tools, weapons, and structures.
- Sub-task: Mine coal and iron if available to upgrade your tools and weapons.
3. Ensure safety and energy (Priority: 3)
- Sub-task: Build or find a shelter to protect yourself from potential threats and rest.
- Sub-task: Rest (e.g. sleep) when your energy level is low to recover and maintain high performance.
Requirements for the top sub-task (Increase food and drink levels):
1. Find sources of food such as fruits, vegetables, or animals (e.g., cows) for hunting.
2. Locate a water source such as a lake or a river for drinking.
The player should first try to find food since it has a slightly lower level (6/9) compared to the drink level (5/9). Look for plants with fruits or vegetables nearby, or hunt animals like cows to get food items, and then consume them to increase the food level.
Priority 1: Action - Move North
Requirement: Flat ground above the agent
Rationale: Moving towards the tree 4 steps to the north-west might lead to finding fruits, which can be a source of food.
Priority 2: Action - Do
Requirement: Facing creature or material; have necessary tool
Rationale: If a fruit source is located and the player is facing it, they can collect the fruits using the "Do" action.
Priority 3: Action - Eat Plant
Requirement: Place Plant
Rationale: After collecting fruits, the player can consume them to increase their food level.
Priority 4: Action - Move East or Move South
Requirement: Flat ground right to the agent (for Move East) and Flat ground below the agent (for Move South)
Rationale: The player should explore towards the east or south, as the path two steps to the north-east may lead to a water
Priority 5: Action - Collect Drink
Requirement: No requirements
Rationale: If a water source (like a lake) is found, the player should collect the drink to increase their drink level.
Requirements are met: The requirement is flat ground above the agent, and there is no indication that there is an obstruction.
Requirements are NOT met: The player is currently facing grass, not a creature or material.
Requirements are NOT met: The player has not yet placed a plant, so they cannot eat it.
Requirements are met: Flat ground right to the agent and flat ground below the agent. The player took action move_east in the last observation, indicating the path is clear.
Requirements are NOT met: The player has not yet found a water source to collect a drink.
Yes, the last player action (move_east) succeeded. The action succeeded because there was flat ground (grass) to the east of the player, allowing them to move in that direction.
The best executable action from the list above is Priority 1: Action - Move North, as the requirements are met and it allows the player to move closer to the tree, potentially finding fruits as a food source.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  99, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
drink:5/9
- Stone: Provides stone resource, requires wood_pickaxe or stone_pickaxe to collect.
- Path: Provides a clear passage to travel on, no requirements to interact with.
- Tree: Provides wood resource, requires a wood_pickaxe or stone_pickaxe to collect.
- Table: Allows crafting of tools and weapons; requires wood to create, and items such as wood, stone, coal, and iron to craft tools and weapons.
- Grass: A basic ground type; no specific resources provided or requirements to interact with.
Your inventory resources and their uses:
- Stone: Used to craft stone tools, weapons, and furnaces.
- Coal: Used as fuel to smelt iron in a furnace.
- Iron: Used to craft iron tools and weapons.
- Wood_pickaxe: Used to collect wood and stone resources.
- Stone_pickaxe: Used to collect wood, stone, and iron resources.
Based on your inventory and the available objects:
- Stone: Yes, the requirements are met since you have a wood_pickaxe and a stone_pickaxe to collect stone.
- Path: Yes, the requirements are met as there are no specific requirements to interact with the path, you can simply walk on it.
- Tree: Yes, the requirements are met since you have a wood_pickaxe and a stone_pickaxe to collect wood.
- Table: As the table is already placed, there are no additional requirements to interact with it. You can use it to craft tools and weapons if you have the necessary resources in your inventory.
- Grass: There are no specific requirements to interact with grass, so the requirements are met.
In summary, the requirements are met for interaction with all objects in the current observation.
Answer:
1. Priority 4/5: Collect more resources. Since your inventory is relatively low on some resources, consider collecting more stones, wood, and iron. This will be helpful for crafting additional tools or weapons in the future.
2. Priority 5/5: Drink water to replenish your thirst. Your drink level is currently 5/9, so finding water in a nearby lake or a water source to drink should be a priority to prevent dehydration.
3. Priority 3/5: Craft better tools or weapons. If you collect enough resources, especially iron, you might want to craft an iron pickaxe and an iron sword for better efficiency and combat. For this, you will need more iron and a furnace to smelt it.