SlowGuess/NeurIPS_2023_OCR huggingface dataset:
The player should first locate a water source in their surroundings. If a water source is not immediately visible, they can explore the environment by moving in different directions until they find a suitable source.
Priority 1: Move East (Requirement: Flat ground right to the agent)
- The player should move towards the path since water sources are often found along paths.
Priority 2: Move South (Requirement: Flat ground below the agent)
- The player should continue moving to explore the area in search of a water source.
Priority 3: Move West (Requirement: Flat ground left to the agent)
- If the player has not yet found a water source, they can try moving in another direction to find one.
Priority 4: Move North (Requirement: Flat ground above the agent)
- As a final exploration option, the player can move in the opposite direction of their current path to search for a water source.
Priority 5: Drink (Requirement: Facing a water source)
- Once the player has found a water source, such as a lake or a river, they should drink from the water source to restore their drink meter.
Priority 1: Move East (Requirement: Flat ground right to the agent)
- Yes, the requirement for this action is met. The agent is currently on flat grass, and there is no obstacle mentioned to the agent's right (east).
- Yes, the requirement for this action is met. The agent just moved to the south from the previous step, indicating flat ground in that direction, and there is no obstacle directly in front of (south) the agent.
Priority 3: Move West (Requirement: Flat ground left to the agent)
- Yes, the requirement for this action is met. The agent is currently on flat grass, and there is no obstacle mentioned to the agent's left (west).
- Yes, the requirement for this action is met. The agent is currently on flat grass, and there is no obstacle mentioned to the agent's north.
Priority 5: Drink (Requirement: Facing a water source)
- No, the requirement for this action is not met. Based on the most recent two steps of the player's in-game observation, the player is not currently facing a water source. The agent should continue to explore (moving east, south, west, or north) in search of water before attempting to drink.
Yes, the last player action succeeded. The player moved south because there was flat ground (grass) in the south direction, allowing the player to move to that location.
The best executable action from the above list is Priority 1: Move East, since the requirement (flat ground right to the agent) is met and it takes the player towards the path where water sources are often found.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  153, 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 5 steps to your north-east
-path 3 steps to your east
- tree 2 steps to your west
- furnace 2 steps to your north
- cow 2 steps to your south
- health: 9/9
-food:4/9
- drink: 3/9
energy:8/9
-sapling:1
- wood: 1
-coal:2
-iron:1
- wood pickaxe: 1
- stone_pickaxe: 1
QA
1. Stone: Provides stone resource; requires a wood pickaxe or better to mine.
2. Path: Provides easier movement across the terrain; no requirements.
3. Tree: Provides wood resource; requires punching or using an axe to chop down.
4. Furnace: Provides a location for smelting iron and cooking food; requires stone to craft and place.
5. Cow: Provides food when killed; requires a weapon or hands to kill.
6. Grass: Provides no resources; no requirements.
1. Stone: Yes, the requirements are met as you have a wood_pickaxe and a stone_pickaxe in your inventory.
2. Path: Yes, the requirements are met since there are no specific requirements for interacting with a path.
3. Tree: Yes, the requirements are met as you can punch the tree or use an axe to chop it down.
4. Furnace: Yes, the requirements are met as the furnace is already placed and you have coal and iron in your inventory for smelting.
5. Cow: Yes, the requirements are met as you can use a weapon or your hands to kill the cow for food.
6. Grass: Yes, the requirements are met as there are no specific requirements to interact with grass.
1. Priority 5/5: Collect more food and drink to increase your food and drink levels. Killing the cow nearby for food and finding a water source to increase your drink level.
2. Priority 4/5: Use the furnace to smelt the iron in your inventory, using the coal as fuel. This will allow you to craft better tools and weapons.
3. Priority 3/5: Chop down the tree to your west to collect more wood, which can be used for crafting additional items or structures in the future.
Requirements for the top sub-task (Collect more food and drink):
1. Killing the cow nearby for food: No specific requirements, just approach the cow and use one of your weapons to kill it, which will allow you to collect meat.
2. Finding a water source to increase your drink level: Finding a lake or river will provide a source for you to collect water and increase your drink level. You do not need any specific items to interact with water sources, just walk up to it and drink.
The player should first approach the cow 2 steps to the south and attempt to kill it using a weapon like the wood or stone pickaxe to obtain meat. This will address the immediate concern of low food levels.
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.
1. Priority 1: Move South (Requirement: Flat ground below the agent) - Move towards the cow to kill it for food.
2. Priority 2: Do (Requirement: Facing creature or material; have necessary tool) - Kill the cow using your stone_pickaxe or wood_pickaxe when you reach it.
3. Priority 3: Move to find a water source (Possible Actions: Move West, Move East, Move North, Move South; Requirement: Flat ground in the direction of movement) - Look around for a nearby water source, like a lake or a river, to increase your drink level.
4. Priority 4: Do (Requirement: Facing creature or material) - Drink water from the water source once you've found it.
5. Priority 5: Do (Requirement: Furnace nearby, coal and iron in inventory) - Smelt Iron using the furnace you saw 2 steps to your north (3 steps after moving towards the cow) to progress towards crafting an iron sword and pickaxe.
1. Move South: Yes, the requirement (Flat ground below the agent) is met, as you face grass to your south.
2. Do (Kill the cow): No, the requirement is not met yet because you are not facing the cow. You need to move closer and face the cow before you can use this action.
3. Move to find a water source: Yes, the requirement (Flat ground in the direction of movement) is met for all possible actions (Move West, Move East, Move North, Move South). However, the actual water source location is unknown, so trial and possible exploration are needed.
4. Do (Drink water): No, the requirement (Facing a water source) is not met, as you haven't found a water source yet. You need to find a water source before you can use this action.
5. Do (Smelt Iron): No, the requirement (Furnace nearby, coal and iron in inventory) is partially met - you have coal and iron in your inventory, but you are not close enough to the furnace (2 steps to your north). You need to move closer to the furnace before you can use this action.
Yes, the last player action succeeded. The player moved east because there was flat ground (grass) to the east, allowing them to move in that direction.
The best executable action from the above list is to move south (Priority 1) because the requirement (Flat ground below the agent) is met, and it will bring you closer to the cow, which you can kill for food.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  154, 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 6 steps to your north-east
-path3steps to your east
- tree 3 steps to your north-west
- table 6 steps to your south-east
- furnace 3 steps to your north
You face cow at your front (south).
Your status:
- health: 9/9
- food: 4/9
drink:3/9
energy:8/9
-sapling:1
- wood: 1
-coal:2
-iron:1
- wood_pickaxe: 1
- stone pickaxe: 1
QA
Answer:
1. Stone: Provides stone resource; requires a wood_pickaxe or better tool to collect.
2. Path: No resource provided; serves as a route for easy movement.
3. Tree: Provides wood resource; can be collected with bare hands or any tool.
4. Furnace: Provides the ability to smelt iron and cook food; requires stone to build.
5. Cov: Provides food upon defeating; no requirements for defeating, but a weapon (wood_sword, stone_sword, or iron_sword) is recommended.
6. Grass: No significant resource provided; can be trampled or removed if needed.
7. Table: Provides a surface for crafting tools and weapons; requires wood to build.
1. Stone: Yes, requirements met. You have a wood_pickaxe and a stone_pickaxe in your inventory, so you can collect the stone.
2. Path: Yes, requirements met. The path is accessible and can be walked upon with no specific requirements.
3. Tree: Yes, requirements met. You can collect wood either with your bare hands or using a tool.
4. Furnace: Yes, requirements met. You have already placed the furnace and can use it for smelting or cooking with coal as a fuel, which you have in your inventory.
5. Cov: Yes, requirements met. You can defeat the cow to get food without any specific requirements. A weapon is preferred but not necessary.
6. Grass: Yes, requirements met. You can trample or remove the grass without any specific requirements.
7. Table: Partially met. You have wood in your inventory, which is needed for building the table. To interact with it, you need to be adjacent to the table, which is currently six steps away.
1. Priority 5/5: Increase your food and drink levels. Defeat the cow in front of you to obtain food, and find water (lake or river) to drink and replenish your thirst.
2. Priority 4/5: Smelt the iron in the furnace (3 steps to your north) using the coal in your inventory. This will allow you to create better tools and weapons.
3. Priority 3/5: Build and place a table using the wood in your inventory, so you can craft tools and weapons without having to travel to the distant table.
The requirements for the top sub-task (defeating the cow to obtain food and finding water to drink) are:
1. Defeat the cow - Ensure you have a weapon equipped, such as the wood or stone sword. If you don't have a weapon yet, craft one first using a table. Next, face the cow and use the "Do" action to defeat it. Once defeated, collect food drops from the cow.
2. Find water - Locate a nearby water source, like a lake or a river. It may require exploring the area by moving in different directions until you find water. Once found, use the "Collect Drink" action to drink water and replenish your thirst level.
The player should first focus on defeating the cow in front of them to obtain food.
Based on the current situation, the top 5 actions the player should take are:
1. Priority 1: Make Wood Sword (Requirement: Nearby table; wood in inventory) - Craft a wood sword to defend yourself against the cow and any upcoming monsters.
2. Priority 2: Do (Requirement: Facing creature or material; have necessary tool) - Use the crafted wood sword to defeat the cow, obtaining food in the process.
3. Priority 3: Move East (Requirement: Flat ground right to the agent) - Move towards the path to the east to search for a water source.
4. Priority 4: Collect Drink (Requirement: Near water source) - Find and drink water from a water source like a lake or river to replenish your thirst.
5. Priority 5: Place Furnace (Requirement: Stone in inventory) - Place the furnace to smelt iron, allowing you to eventually craft better tools and weapons such as the iron pickaxe and iron sword.
Answer:
1. Make Wood Sword: The requirement "nearby table" is not met, as the table is 6 steps to the southeast. The player needs to be closer to the table. Other requirements are met (wood in inventory).
2. Do: The player facing the cow, but they don't have the necessary tool (wood sword) in their inventory. The requirement to have a wood sword is not met.
3. Move East: The requirement is met, as there is flat ground to the east of the player.
4. Collect Drink: Currently, the player hasn't discovered a water source nearby. The requirement of being near a water source is not met.
5. Place Furnace: The requirement of having stone in the inventory is not met as the player currently doesn't have any stones in their inventory.
Yes, the last player action (move_south) succeeded because there was a clear path to the south, allowing the player to move in that direction.
Move East (Requirement: Flat ground right to the agent) - Move towards the path to the east to search for a water source.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  155, 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 4 steps to your east
-path 2 steps to your east
- tree 4 steps to your north-west
- table 5 steps to your south-east
-furnace 4 steps to your north-west
- cow 2 steps to your south-west
- health: 9/9
-food:4/9
- drink: 3/9
-energy:8/9
Resource it provides: Stone is used to craft stone pickaxes, furnaces, and stone swords.
Requirement: You need a wood pickaxe to collect stone.
Resource it provides: Paths don't provide resources but allow you to move easily between locations.
Resource it provides: Trees provide wood, which is essential for crafting tools and building structures.
Requirement: No requirement to interact, but you need an axe or a similar tool to break the tree and collect wood.
Resource it provides: The table is used to craft various tools and weapons, e.g., pickaxes and swords.
Requirement: You need wood to craft a table.
5. Furnace:
Resource it provides: The furnace is used to smelt iron from iron ores (requires coal) and can be used to create iron tools and weapons.
Requirement: You need stone to craft a furnace.
Resource it provides: Cows provide food (meat) to replenish your food levels.
Requirement: No requirement to interact, but you need a weapon, like a sword, to kill the cow and collect meat.
7. Grass:
Resource it provides: Grass does not provide any significant resources but can be used as an indication of a flat, walkable surface.
Requirement for interaction: Wood pickaxe
Requirement for interaction: None
Requirement met: Yes, no requirements to interact with the path.
Requirement for interaction: Axe or similar tool
Requirement met: No, you don't have an axe in your inventory but you have a wood_pickaxe that may work.
Requirement met: Yes, no requirements to interact with the table.
Requirement met: Yes, no requirements to interact with the furnace.
Requirement for interaction: Weapon (e.g., sword)
Requirement met: No, you don't have a sword in your inventory.
Requirement met: Yes, no requirements to interact with the grass.
1. Craft a weapon (Priority: 5/5)
To defend yourself against monsters and attack the cow for food, you need to craft a weapon, such as a wood sword or a stone sword. You have wood and stone in your inventory to do so.
Your food level is 4/9 and drink level is 3/9. After crafting a weapon, you should kill the cow for meat to increase your food level. Additionally, you should find a water source like a lake or river to drink from to replenish your drink level.
You need more resources like wood, stone, and iron to craft better tools and weapons. Collect wood from trees using your wood_pickaxe and stone from nearby stone using your stone_pickaxe. Look for iron ores once you have an ample supply of wood and stone.
Top Sub-task: Craft a weapon
1. A nearby crafting table: You have a table 5 steps to your south-east.
2. Necessary materials in your inventory: You have 1 wood and 1 stone.
Move to the crafting table by going south-east. Once you're near the table, interact with it, and craft a weapon (either a wood sword with the available wood, or a stone sword using the available stone).
Answer:  
1. Priority 1: Move South-East  
- Requirement: Flat ground towards the south-east direction  
- Purpose: To approach the crafting table.
2. Priority 2: Make Stone Sword
- Requirement: Nearby table; wood, stone in inventory
- Purpose: To craft a stronger weapon for battling monsters.
3. Priority 3: Move West or North to find a water source
- Requirement: Flat ground to the north or west
- Purpose: To collect water for drinking and restoring thirst.
- Requirement: Facing a water source
- Purpose: To restore thirst and maintain a healthy status.
- Requirement: Be near a cow
- Purpose: To restore food levels and maintain a healthy status.
1. Priority 1: Move South-East
- Requirements met: Yes, as there is no obstruction mentioned, the player can move in the south-east direction to approach the crafting table.
2. Priority 2: Make Stone Sword
- Requirements met: No, the player is not currently near a table, and there is no stone in the inventory. The player needs to move closer to the table and collect stone to make a stone sword.
3. Priority 3: Move West or North to find a water source
- Requirements met: Partially, the player can move west or north, as there are flat grounds in these directions. However, it is uncertain if there is a water source in these directions.
4. Priority 4: Collect Drink
- Requirements met: No, the player needs to find and face a water source before collecting a drink. It is not mentioned whether the player is currently near a water source.
- Requirements met: No, the player needs to move closer to the cow mentioned two steps to the south-west from player's current position, and then the requirement will be met.
Yes, the last player action, move_east, succeeded because there was flat ground (grass) to the east of the player, allowing them to move in that direction without any obstacles.
The best executable action from the list above is Priority 1: Move South-East. The requirements are met, and it will help the player to approach the crafting table.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  156, 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 5 steps to your north-east
- path 2 steps to your east
- tree 5 steps to your north-west
- table 4 steps to your south-east
- cow 1 steps to your west
- health: 9/9
-food:4/9
drink: 3/9
energy:8/9
-sapling:1
- wood: 1
-coal:2
-iron:1
- wood pickaxe: 1
- stone pickaxe: 1
QA
Place Plant
1. Stone: Provides stone as a resource for crafting tools and building materials. Requires a wood pickaxe or stronger to collect.
2. Path: Provides no direct resources but helps with navigation and movement. No specific requirements.
3. Tree: Provides wood for crafting tools, building materials, and fuel. Requires a wood_pickaxe or stronger to collect.
4. Table: Provides a surface for crafting various tools and weapons. Requires wood to craft and place
5. Furnace: Provides a place to smelt ores (such as iron) and process certain materials. Requires stone to craft and place.
6. Cow: Provides food when killed. No specific tool requirement, but a weapon like a wood sword or stronger is recommended to defeat it more efficiently.
7. Grass: No direct resource provided. No specific requirements, can be walked on or replaced with other blocks.
1. Stone: Yes, the requirements are met for interaction. You have a wood_pickaxe and a stone_pickaxe in your inventory which can be used to collect stone.
2. Path: Yes, the requirements are met for interaction. No specific requirements are needed for paths, as they are just for navigation and movement.
3. Tree: Yes, the requirements are met for interaction. You have a wood_pickaxe in your inventory, which can be used to collect wood from the tree.
4. Table: Not applicable, as the table has already been placed, but you meet the requirements to craft one since you have wood in your inventory.
5. Furnace: Not applicable, as the furnace has already been placed, but you meet the requirements to craft one since you have stone in your inventory.
6. Cow: Yes, the requirements are met for interaction. Although you don't have a sword in your inventory, you can still interact with and defeat the cow without it; however, having a weapon would make it more efficient.
7. Grass: Yes, the requirements are met for interaction. Grass does not have any specific requirements, and you can walk on it or replace it with other blocks.
1. Priority 4/5: Collect drink to restore thirst. Your drink level is at 3/9, which is relatively low. You should find a water source like a lake or river to drink from, so you don't get dehydrated in the game.
2. Priority 3/5: Increase food level. Your food level is at 4/9, which is not critical, but it's important to maintain a steady food supply. Consider interacting with the cow or find another source of food like fruit to keep your energy up.
3. Priority 2/5: Collect more resources (wood and iron) for crafting and upgrading tools. You have a few resources in your inventory, but gathering more wood and iron will allow you to craft better tools and weapons, as well as build more complex structures for shelter and other purposes. It would be ideal to collect more wood from the nearby tree and use your stone_pickaxe to collect more iron.
Top sub-task: Collect drink to restore thirst.
Requirements: Find a water source like a lake or river to drink from.
What should the player do first: Start by exploring your surroundings to locate a water source. You can move in any direction (west, east, north, or south) to look for a lake or river. Keep an eye on your observation messages for hints of water nearby. Once you find the water source, approach it and drink from it to restore your thirst level.
1. Priority 1: Move East, South, North, or West (chosen based on proximity to water or other resources)  
Requirement: Flat ground in the direction the agent moves.
2. Priority 2: Drink (Do)
Requirement: Facing the water source (lake or river) and be close enough to interact with it.
3. Priority 3: Make Wood Sword (for protection)
4. Priority 4: Place Plant (to grow food)
5. Priority 5: Eat Plant (to restore food)
Requirement: Facing a fully grown plant (sapling turned into a fruit-bearing plant).
1. Priority 1: Move East, South, North, or West
Requirement: Flat ground in the direction the agent moves.
Status: Met - the agent can move in any direction with flat ground observed.
2. Priority 2: Drink (Do)
Requirement: Facing the water source (lake or river) and be close enough to interact with it.
Status: Not met - no water source is currently observed.
3. Priority 3: Make Wood Sword (for protection)