SlowGuess/NeurIPS_2023_OCR huggingface dataset:
1. Priority 1: Move East - Requirement: Flat ground right to the agent.  
Yes, the requirement is met. There is flat ground to the east, so the player can move in that direction.
2. Priority 2: Do - Requirement: Facing creature or material; have necessary tool.  
Yes, the requirements are met as the player will be facing the furnace after moving east. The player has the necessary coal and iron in the inventory to smelt iron.
3. Priority 3: Make Iron Pickaxe - Requirements: Nearby table, furnace; wood, coal, iron in inventory.  
Yes, the requirements are met. The player will be near a furnace after moving east. A table is also nearby, and the player has wood, coal, and iron in the inventory.
4. Priority 4: Collect Drink - Requirement: No requirements.  
Partially met. The player can act on this action, but there is no visible water source currently in the observation. The player needs to find a water source to collect a drink.
5. Priority 5: Eat Plant - Requirements: Place Plant. No, the requirement is not met, as there is no sapling in the player's inventory to place and grow a plant. The player needs to find and collect saplings to place and grow a plant for food.
There is not enough information provided to determine if the last player action, "place_furnace," succeeded or not. The observation does not mention the furnace being successfully placed, so we cannot determine its success without more information.
Question: Choose the best executable action from above. Answer: The best executable action from the list is:
This action can be executed immediately as the requirement is met, and it brings the player closer to the placed furnace and table.
- Step: 36, Cumulative Reward: 0.0=You took action move_east.
- health: 9/9  
- food: 6/9  
- drink: 5/9  
- energy: 7/9
coal:2
-stone_pickaxe:1 QA
Question: Action Answer: Move West
1. Stone: Provides stone, requires a wood or stone pickaxe to collect.
2. Path: Provides passage/travel, requires flat ground to interact with.
3. Tree: Provides wood, requires a wood or stone axe to collect.
4. Table: Provides crafting station, requires wood to craft.
5. Grass: Decorative element, can be walked on.
6. Iron: Provides iron, requires a stone pickaxe to collect.
7. Coal: Provides coal, which is used as a fuel source, requires a wood or stone pickaxe to collect.
8. Wood pickaxe: Provides ability to collect stone and coal, requires a table to craft.
9. Stone pickaxe: Provides ability to collect iron and other advanced resources, requires a table to craft.
10. Furnace (unseen in step 172 but placed in step 170): Provides smelting abilities for metals like iron and coal, requires stone to craft.
1. Stone: Yes, the player has a wood_pickaxe and a stone_pickaxe in their inventory to collect stone.
2. Path: Yes, the path requires flat ground to interact with, and its presence indicates that the requirement is met.
3. Tree: No, the player does not currently possess a wood or stone axe to collect wood from the tree.
4. Table: Yes, the player has already placed a table in a previous step, indicating the requirement of wood to craft was met.
5. Grass: Yes, grass can be walked on and does not have any specific requirements for interaction.
6. Iron: Yes, the player has a stone_pickaxe in their inventory that can be used to collect iron.
7. Coal: Yes, the player has a wood_pickaxe and a stone_pickaxe in their inventory to collect coal.
8. Wood pickaxe: Yes, the player has crafted a wood pickaxe in a previous step, meeting the requirement of a table to craft.
9. Stone pickaxe: Yes, the player has crafted a stone pickaxe in a previous step, meeting the requirement of a table to
craft.
10. Furnace: Yes, the player placed a furnace in step 170, indicating the requirement of stone to craft was met.
1. Collect more iron (Priority: 5/5): The player currently has only one piece of iron in their inventory. Collecting more iron will enable them to craft better tools and weapons such as an iron sword, which will help them defeat stronger monsters.
2. Find and drink water (Priority: 4/5): The player's drink level is at 5/9, which is not critical but needs attention soon.
Increasing their drink level will ensure the player avoids dehydration and maintains optimal health in the game.
3. Collect wood and craft an axe (Priority: 3/5): The player currently lacks a wood or stone axe to collect wood from trees.
Since wood is a crucial resource for creating tools, weapons, and shelters, obtaining an axe and collecting wood should be one of the next tasks to accomplish.
Top Sub-task: Collect more iron.
1. Locate an iron deposit.
2. Have a stone pickaxe (or better) to mine the iron.
The player already has a stone_pickaxe in their inventory, which can be used to mine iron.
1. Explore the environment to find an iron deposit.
2. Once an iron deposit is found, use the stone_pickaxe to mine the iron.
1. Priority 1: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction.
- To explore the environment and find an iron deposit.
2. Priority 2: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction.
- To continue exploring the environment and get closer to the iron deposit.
3. Priority 3: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction.
- To reach the iron deposit.
4. Priority 4: Do (mine iron) - Requirement: Facing iron deposit; have necessary tool (stone_pickaxe or better).
- Mine the iron deposit using the stone_pickaxe.
5. Priority 5: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction.
- To return to the player's base or a safe location after collecting the iron.
1. Priority 1: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction.
- Yes, the requirement is met, as the player faces grass to their west, which is flat ground.
2. Priority 2: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction.
- The specific direction cannot be determined. However, there should be at least one flat ground location available for
the player to move to by choosing a suitable direction.
3. Priority 3: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction.
- Similar to Priority 2, the specific direction cannot be determined, but there should be at least one flat ground
location available for the player to move to by choosing a suitable direction.
4. Priority 4: Do (mine iron) - Requirement: Facing iron deposit; have necessary tool (stone_pickaxe or better).
- No, the requirement is not met. The player is not currently facing an iron deposit they face grass at their front (west)
5. Priority 5: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction.
- As with Priority 2 and 3, the specific direction cannot be determined, but there should be at least one flat ground
The best executable action from above is Priority 1: Move (North, South, East, or West) - Requirement: Flat ground in the desired direction. In this case, the player can move west as there is flat ground (grass) in that direction. This action will allow the player to explore the environment and find an iron deposit.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  87, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- stone 3 steps to your south-east
-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: 5/9
energy: 7/9
- stone: 1
-coal:2
-iron:1
- wood pickaxe: 1
- stone pickaxe: 1
- Stone: Provides stone resource; requires a wood_pickaxe or better to collect.
- Path: Provides easier movement and navigation; no requirements to use.
- Tree: Provides wood resource; requires a wood_pickaxe or better to collect.
- Table: Crafting station for making tools and weapons; requires wood to craft.
- Cow: Provides food (meat) when defeated; requires a weapon, such as a wood_sword or better, to defeat.
- Grass: A basic terrain feature; no resources or requirements
- Stone: Yes, the requirements are met as you have a wood_pickaxe and a stone_pickaxe in your inventory, which can be used to collect stone.
- Path: Yes, the requirements (no requirements) are met, and you can walk on the path for easier movement.
- Tree: Yes, the requirements are met as you have a wood_pickaxe in your inventory, which can be used to collect wood.
- Table: Yes, the requirements (having wood) are met, as you already have a table placed 2 steps to your south-east that you can interact with for crafting.
Cow: No, the requirements are not met yet, as you do not have a weapon like a wood_sword in your inventory to defeat the cow for food.
- Grass: Yes, the requirements (no requirements) are met, and you can walk on the grass.
1. Craft a wood-sword (Priority: 5) - Crafting a wood-sword will allow you to defeat the cow, providing food and helping to restore your food level.
2. Collect wood from the tree (Priority: 4) - Collecting wood is essential for crafting new items, such as a wood_sword, and building structures.
3. Collect more stone (Priority: 3) - Collecting additional stone would be beneficial for crafting more advanced tools, weapons, and building materials, such as a furnace or stone_sword.
Requirements for the top sub-task (Craft a wood_sword):
1. Have wood in your inventory - You will need wood to craft the wood_sword.
2. Have access to a table - You will need a table nearby to craft the wood_sword.
Since you already have a table at 2 steps to your south-east, you should collect wood from the tree that is 4 steps to your north-west. To do this, you can move towards the tree by moving north-west and then use your wood_pickaxe to collect wood.
1. Priority 1: Move West (Requirement: Flat ground left to the agent)  
Purpose: To move towards the tree to collect wood.
2. Priority 2: Move West (Requirement: Flat ground left to the agent)  
Purpose: To continue moving towards the tree to collect wood.
3. Priority 3: Move North (Requirement: Flat ground above the agent) Purpose: To reach the tree to collect wood.
4. Priority 4: Do (Facing creature or material; have necessary tool) Requirement: Face the tree and have wood_pickaxe in inventory. Purpose: Use wood_pickaxe to collect wood from the tree.
5. Priority 5: Move South (Requirement: Flat ground below the agent) Purpose: To move back towards the table for crafting after collecting wood.
1. Priority 1: Move West (Requirement: Flat ground left to the agent)  
Yes, the requirement is met. The player faces grass, which is flat ground on the left.
2. Priority 2: Move West (Requirement: Flat ground left to the agent) The requirement is likely met due to the presence of grass in the front (west). However, the player needs to complete Priority 1 action and reevaluate the surroundings for flat ground after moving.
3. Priority 3: Move North (Requirement: Flat ground above the agent) Since the current observation only shows the immediate surroundings, the requirement might be met after moving west twice. The player needs to update their observation after moving west to confirm if there's flat ground above.
4. Priority 4: Do (Facing creature or material; have necessary tool) Requirement: Face the tree and have wood_pickaxe in inventory. For this action, the player has the required wood_pickaxe in the inventory. However, they need to reach the tree by completing Priority 1, 2, and 3 actions before they can face the tree and execute this action.
5. Priority 5: Move South (Requirement: Flat ground below the agent)  
Like Priority 3 action, this action's requirement will need to be confirmed after the player updates their observation after completing Priority 1, 2, 3, and 4 actions. Currently, the player's surroundings aren't fully known.
Yes, the last player action "move_west" succeeded because there were no obstacles or restrictions preventing the player from moving in that direction, and their energy level allowed them to perform the action.
The best executable action from the list above is Priority 1: Move West (Requirement: Flat ground left to the agent) as the requirement is currently met, and it will take the player closer to the tree to collect wood.
\(= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step: 88, Cumulative Reward: 0.0 == You took action move_west.
- stone 3 steps to your south-east
-path2steps to your north-east
- tree 4 steps to your north-west
- table 2 steps to your south-east
- cow 6 steps to your north-west
-health:9/9
- food: 6/9
drink: 5/9
energy: 7/9
- stone:
-coal:2
-iron:1
- wood_pickaxe: 1
- stone_pickaxe: 1
1. Stone: Provides stone resource; requires a wood_pickaxe or better to collect.
2. Path: No resource provided; allows easier navigation with no requirements.
3. Tree: Provides wood resource; requires an empty hand or any tool to collect.
4. Table: Allows crafting tools and weapons; requires wood or stone to craft and place.
5. Cow: Provides food when defeated; requires a weapon or empty hand to defeat.
6. Grass: No resource provided; can be traversed with no requirements.
1. Stone: Yes, the requirements are met as the player has a wood_pickaxe and a stone_pickaxe in the inventory.
2. Path: Yes, the requirements are met since there is no specific requirement to navigate the path.
3. Tree: Yes, the requirements are met as the player has an empty hand and can also use the wood_pickaxe or stone_pickaxe to collect wood.
4. Table: Yes, the player can interact with the table to craft tools and weapons as they have wood and stone resources in their inventory.
5. Cow: Yes, the player can interact with the cow to obtain food, as they can use an empty hand or the wood_pickaxe or stone_pickaxe to defeat it.
6. Grass: Yes, the requirements are met as the player can traverse the grass with no specific requirements.
1. Priority: 5/5 - Increase drink level: The player should find and drink water from a lake or another source to restore their thirst, as the current drink level is 5/9.
2. Priority: 4/5 - Increase food level: The player should consider defeating the cow to obtain food, as their food level is 6/9. Alternatively, they can collect saplings and grow fruits to increase their food supply.
3. Priority: 3/5 - Collect more resources: The player should collect more stone, wood, and possibly iron to craft better tools and weapons, build shelters, or create other useful items.
The requirements for the top sub-task (Increase drink level) are:
1. Finding a water source such as a lake, river, or other body of water.
To complete this top sub-task, the player should do the following first:
1. Explore the surroundings by moving either north, east, or south (since the stone is located to the south-east, the water source may be found in that direction) in search of a water source. Keep an eye out for visible water sources, and once found, approach and drink from it to increase the drink level.
1. Priority 1 - Move South (or East): Requirement: Flat ground below (or right) of the agent. This action is required to explore the surroundings and find a water source to increase the drink level.
2. Priority 2 - Drink from Water Source: Requirement: Finding a water source (lake or river) nearby. This action replenishes the player's drink level.
3. Priority 3 - Move towards the Cow: Requirement: Flat ground in the direction of the cow (north-west). This action gets the player closer to the cow to increase the food level by interacting with the cow.
4. Priority 4 - Interact with the Cow: Requirement: Facing the cow and having necessary tools (wood sword, stone sword or iron sword). This action allows the player to obtain food by interacting with the cow.
5. Priority 5 - Eat Food: Requirement: Food in inventory (obtained from the cow). This action increases the player's food level and restores health points.
1. Priority 1 - Move South (or East): The requirement for moving south or east is having flat ground below or right of the agent. The requirements are met, as there is no indication of obstacles in the southern or eastern directions.
2. Priority 2 - Drink from Water Source: Drinking from water source requires finding a water source nearby. As there is no water source mentioned in the given observations, the requirement is not met.
3. Priority 3 - Move towards the Cow: The requirement for moving towards the cow is having flat ground in the north-west direction. The observation does not mention any obstacles in the north-west direction, so the requirement is met.
4. Priority 4 - Interact with the Cow: The requirement for interacting with the cow includes facing the cow and having necessary tools (wood sword, stone sword, or iron sword). The player is not currently facing the cow and does not possess any swords in the inventory. Therefore, the requirement is not met.
5. Priority 5 - Eat Food: The requirement for eating food is having food in the inventory. The player does not have any food in the inventory currently, so the requirement is not met.
Yes, the last player action move-west succeeded because there were no objects or obstacles blocking the player's path to the west, and the ground was flat, allowing them to move in that direction.
The best executable action from the list is Priority 1 - Move South (or East) because its requirement of flat ground below (or right) of the agent is met, allowing the player to explore their surroundings and possibly find a water source or other resources.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  89, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- stone 3 steps to your south-east
-path 2 steps to your north-east
- tree 4 steps to your north-west
- table 2 steps to your south-east
- cow 6 steps to your north-west
- health: 9/9
- food: 6/9
drink: 5/9
- energy: 7/9
1. Stone: Provides stone for crafting tools, weapons, and furnaces. Requirement: Stone pickaxe to collect.
2. Path: Provides a route to travel between different locations. Requirement: None.
3. Tree: Provides wood for crafting tools and structures. Requirement: Wood pickaxe to collect.
4. Table: Provides a surface for crafting tools, weapons, and other items. Requirement: Wood to craft.
5. Cow: Provides food to restore the player's hunger. Requirement: Wood sword or stronger to defeat.
6. Grass: Provides no resource. 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 a table in your vicinity (2 steps to your south-east).
5. Cow: Yes, the requirements are met as you have a wood sword or stronger (stone_pickaxe) in your inventory.
6. Grass: Yes, there are no requirements for interacting with grass.
1. Priority 5/5: Restore drink - Your drink level is at 5/9. Find a water source to drink and replenish your hydration.
2. Priority 4/5: Restore food - Your food level is at 6/9. Defeat the cow you see nearby (6 steps to your north-west) to collect and eat meat.
3. Priority 3/5: Collect resources - Collect more stone (3 steps to your south-east), wood (from the tree 4 steps to your north-west), and iron to improve tools and craft more items.
Top sub-task: Restore drink
- Find a water source (lake, river, or well) to drink from.
- Move to a water source to drink and replenish your hydration. You may need to explore your surroundings to find one.
1. Priority 1: Move (North, South, East, or West) - Requirement: Flat ground in the direction of movement. This action is essential for the player to explore their surroundings, find resources and water sources.
2. Priority 2: Collect Drink - Requirement: Facing a water source (lake, river, or well). It is necessary to maintain hydration levels.
3. Priority 3: Make Wood Pickaxe - Requirement: Nearby table; wood in inventory. Crafting a wood pickaxe allows the player to gather essential resources like stone and coal.
4. Priority 4: Collect Wood - Requirement: No requirements. The player should collect wood as it is a basic resource needed for crafting tools, weapons, and creating shelters.
5. Priority 5: Make Wood Sword - Requirement: Nearby table; wood in inventory. Crafting a wood sword provides the player with a basic weapon to defend themselves against monsters.
1. Move (North, South, East, or West): Yes, the requirement for flat ground in the direction of movement is met. The player can move in any direction as long as there is flat ground.
2. Collect Drink: No, the requirement of facing a water source is not met currently. The player will need to find a water source (lake, river, or well) to satisfy the requirement.
3. Make Wood Pickaxe: No, the requirement of having wood in the inventory is not met. The player already has a wood_pickaxe in the inventory, so this action is unnecessary.
4. Collect Wood: Yes, there is no specific requirement for collecting wood. However, the player needs to move closer to the tree mentioned in the observation (4 steps to the north-west) before attempting to collect wood.
5. Make Wood Sword: No, the requirement of having wood in inventory is not met. The player needs to collect wood before attempting to craft a wood sword.
Answer: Yes, the last player action succeeded. The player moved south because there were no obstacles or restrictions mentioned in the player's observation, indicating that the path was clear and the action could be executed without any issues.
Answer: The best executable action from the list above is to Move (North, South, East, or West) as the requirement for flat ground in the desired direction is met. Specifically, the player can move towards the tree by moving North or West to collect wood, which will help fulfill the requirements for other actions.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  90, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
You see:
- stone 3 steps to your south-east
-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
Your status:
- health: 9/9
-food:6/9
drink:5/9
energy:7/9
1. Stone: 3 steps to your south-east Resource provided: Collect more stones for crafting tools and building. Requirement: Stone pickaxe
2. Path: 2 steps to your north-east Resource provided: None, a path helps you navigate through the terrain easily. Requirement: None
3. Tree: 4 steps to your north-west Resource provided: Wood for crafting tools, weapons, and building shelters. Requirement: Wood pickaxe
4. Table: 2 steps to your south-east Resource provided: Crafting station for making advanced tools and weapons. Requirement: Wood to build the table
5. Cov: 5 steps to your north-west Resource provided: Food to restore your health. Requirement: Wood or better word for killing the cow