SlowGuess/NeurIPS_2023_OCR huggingface dataset:
1. Priority 1: Move towards a water source to restore the drink level (Action: Move East, Move West, Move North or Move South). Requirements: Flat ground in the direction of the water source. Requirements met? No, there's no mention of a water source in the player's observation steps.
2. Priority 2: Drink water to restore the drink level (Action: Do). Requirements: Facing the water source and be adjacent to it. Requirements met? No, as there is no mention of a water source in the player's observation steps.
3. Priority 3: Move towards the cow to retrieve food (Action: Move East, Move West, Move North, or Move South). Requirements: Flat ground in the direction of the cow. Requirements met? Yes, the player can move south to approach the cow as there's flat ground in the south direction.
4. Priority 4: Interact with the cow to retrieve more food (Action: Do). Requirement: Facing the cow and being adjacent to it. Requirements met? Not yet, the player needs to move towards the cow first (following Priority 3 action).
5. Priority 5: Move towards the table and/or furnace to craft necessary tools and items (Action: Move East, Move West, Move North or Move South). Requirements: Flat ground in the direction of the table and/or furnace. Requirements met? Yes, the player can move southeast to approach the table or north to approach the furnace as there's flat ground in those directions.
Yes, the last player action (move_north) succeeded because there was flat ground (grass) in the north direction, allowing the player to move there.
The best executable action from above is Priority 3: Move towards the cow to retrieve food (Action: Move South). The requirements for this action are met as there is flat ground in the direction of the cow.
**********Step: 162, Cumulative Reward: 0.0=
- stone 7 steps to your north-east
-path 3 steps to your east
- tree 4 steps to your north-west
- table 5 steps to your south-east
- cow 2 steps to your south
-health:9/9
-food:4/9
- drink: 2/9
energy:8/9
iron:1
- store pickaxe: 1
1. Stone: Provides stone, which can be used to craft tools and build structures; requires a wood pickaxe or higher to mine.
2. Path: Provides easier navigation with no resource; no requirement for interaction.
3. Tree: Provides wood, which is essential for crafting tools, weapons, and building structures; requires an axe, or it can be collected by hand.
4. Table: Provides a surface for crafting tools and weapons; requires wood to craft.
5. Furnace: Provides a heat source for smelting ores and cooking food; requires stone to craft.
6. Cow: Provides meat/food for restoring health and hunger; requires a weapon or can be killed using hands.
7. Grass: Provides no direct resources but can be used for navigation or clearing space; no requirement for interaction.
1. Stone: Yes, the requirements are met as the player has a wood_pickaxe and a stone_pickaxe in their inventory.
2. Path: Yes, the requirements are met as there are no specific requirements for interaction with a path.
3. Tree: Yes, the requirements are met since wood can be collected by hand, though having an axe would be more efficient.
4. Table: Yes, the requirements are met as the player has wood in their inventory to craft or place a table.
5. Furnace: Yes, the requirements are met as the player has stone in their inventory to craft or place a furnace.
6. Cow: Yes, the requirements are met since the player can use their hands or a weapon (wood_pickaxe or stone_pickaxe) to kill the cow for meat.
7. Grass: Yes, the requirements are met as there are no specific requirements for interaction with grass.
1. Find or gather water to restore the player's thirst (drink: 2/9) - Priority: 5/5
2. Obtain food by killing the cow for meat or finding other food sources to restore the player's hunger (food: 4/9) - Priority: 4/5
3. Craft an axe to efficiently gather wood from the tree, which can be used for crafting more tools, weapons, and building structures - Priority: 3/5
The top sub-task is to find or gather water to restore the player's thirst. The requirements for this task include:
1. Approach a water source, such as a lake or river.
2. Interact with the water source to drink water.
3. Ensure the player's safety while drinking, as enemies could approach during this action.
The player should first locate and head towards a water source. Since there isn't one visible in the current observations, the player should explore the surroundings to find a water source (e.g., moving east along the path or examining other directions).
1. Priority 1: Move East (Requirement: Flat ground right to the agent) - To explore the surroundings and possibly locate a water source.
2. Priority 2: Move North (Requirement: Flat ground above of the agent) - To further explore the surroundings in search of a water source, if not found after moving east.
3. Priority 3: Move West (Requirement: Flat ground left to the agent) - To continue exploring and finding a water source if not found after moving north.
4. Priority 4: Move South (Requirement: Flat ground below the agent) - To search in a different direction if the water source isn't found after moving west.
5. Priority 5: Do (Facing creature or material; have necessary tool) - Interaction with a water source to drink water or other useful resources once they are found. This will depend on the player's location and surroundings.
1. Move East: Yes, the requirement of flat ground right to the agent is met. The player can move east, as there is a path 3 steps to the east.
2. Move North: Yes, the requirement of flat ground above of the agent is met. The player already moved north in Step 322.
3. Move West: Yes, the requirement of flat ground left to the agent is met. The player can move west, as there is a tree 4 steps to the north-west.
4. Move South: Yes, the requirement of flat-ground below the agent is met. The player can move south and already performed this action in Step 324.
5. Do: This action is dependent on the player's location and the object the player is facing. Currently, the player is facing grass to the south, and there is no specific material or creature to interact with. Therefore, the requirement for the "Do" action is not met at this moment.
Yes, the last player action (move_south) succeeded. The action was successful because there was flat ground below the agent, allowing them to move in the south direction.
The best executable action from the list above is to move east (Priority 1), as the requirement of flat ground right to the agent is met and it may lead to finding a water source or other resources.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  163, 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
-path2steps to your east
- tree 5 steps to your north-west
- table 4 steps to your south-east
- cow 2 steps to your south
-health:9/9
- food: 4/9
drink:2/9
energy:8/9
- wood: 1
-coal:2
-iron:1
- wood pickaxe: 1
- stone pickaxe: 1
QA
1. Stone: Provides stone resource, requires a wood or better pickaxe to mine.
2. Path: No direct resource, allows easier movement across the terrain.
3. Tree: Provides wood resource, requires a wood or better pickaxe to chop down.
4. Table: No direct resource, allows crafting tools and weapons, requires wood to craft.
5. Cow: Provides food (meat) resource when defeated, no specific requirement to chase or defeat.
6. Grass: No direct resource, indicates a ground surface to walk on.
1. Stone: Yes, the requirements are met for interaction as you possess a wood_pickaxe and a stone_pickaxe in your inventory.
2. Path: Yes, the requirements are met for walking on the path as there are no specific requirements.
3. Tree: Yes, the requirements are met for interaction as you possess a wood_pickaxe and a stone_pickaxe in your inventory.
4. Table: Yes, the requirements are met for crafting tools and weapons as you have wood and pickaxes in your inventory.
5. Cow: Yes, the requirements are met for interaction as there are no specific requirements to chase or defeat the cow.
6. Grass: Yes, the requirements are met for walking on grass as you are already able to move around the terrain.
1. Increase drink level: Priority 5/5 - As the player's drink level is 2/9, finding a water source and drinking water should be a top priority.
2. Increase food level: Priority 4/5 - As the player's food level is 4/9, either defeating the cow to get meat or finding other food sources to eat and improve the food level is essential.
3. Craft Iron Pickaxe or Sword: Priority 3/5 - With iron, coal, and wood in the inventory and a table nearby, the player can prioritize crafting an iron pickaxe or iron sword to gather more advanced resources or defend against monsters more effectively. The player must find a furnace or place one to smelt the iron.
Top sub-task: Increase drink level
1. Find a water source (e.g., lake, river) and be close to it.
What should the player do first:
1. The player should search for a nearby water source by exploring the surroundings. Once the water source is found, the player should move closer to it to be able to drink and increase their drink level.
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 towards the water source (Action: Move West, Move East, Move North, or Move South)
Requirement: Identify the direction the water source is located in, and make sure there is flat ground in that direction.
2. Priority 2: Drink water to increase the drink level (Action: Do)
Requirement: Facing the water source and be close enough to it.
3. Priority 3: Move closer to the cow (Action: Move West, Move East, Move North, or Move South)
Requirement: Identify the direction of the cow and ensure there is flat ground in that direction.
4. Priority 4: Hunt the cow to get meat (Action: Do)
Requirement: Face the cow, and have a wood, stone, or iron sword in your inventory to kill the cow.
5. Priority 5: Increase food level by eating meat (Action: Eat Cow)
Requirement: Have the cow's meat in your inventory after killing the cow.
1. Move towards the water source (Action: Move West, Move East, Move North, or Move South)
The water source's direction is not mentioned in the observations. So the requirement for choosing the correct direction is not met currently.
2. Drink water to increase the drink level (Action: Do)
The water source is not mentioned in the observations; hence the requirement of facing and being close enough to the water source is not met.
3. Move closer to the cow (Action: Move West, Move East, Move North, or Move South)
Yes, the cow is 2 steps to the south of the player, and the direction is known. The requirement for this action is met.
4. Hunt the cow to get meat (Action: Do)
The player needs to face the cow and have a wood, stone, or iron sword in their inventory. The player does not currently have a sword in their inventory, so the requirement for this action is not met.
5. Increase food level by eating meat (Action: Eat Cow)
The player has not hunted a cow yet, so they do not have the cow's meat in their inventory. The requirement for this action is not met.
Yes, the last player action (move_east) succeeded because there was flat ground (grass) in front of the player, allowing them to move east without any obstacles or restrictions.
3. Move closer to the cow (Action: Move South)
The requirement for this action is met, as the cow is 2 steps to the south of the player and the direction is known.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  164, 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 south-east
-path 3 steps to your north-east
- tree 5 steps to your south-east
1. Stone: Provides stone resource, requires a wood or higher-tier pickaxe to collect.
2. Path: Provides nothing but faster movement, no requirement.
3. Tree: Provides wood resource, requires a wood or higher-tier axe to collect (not available in your inventory).
4. Table: Provides a crafting area for making tools and weapons, no requirement.
5. Grass: Provides nothing, no requirement.
6. Cow: Provides food (eat cow) once defeated, no requirement.
1. Stone: Yes, the requirements are met for interaction as you have a wood_pickaxe and stone_pickaxe in your inventory.
2. Path: Yes, the requirements are met for interaction as there are no specific requirements for using the path.
3. Tree: No, the requirements are not met for interaction because an axe is required to collect wood from the tree and it's not available in your inventory.
4. Table: Yes, the requirements are met for interaction as you can craft items with the table and you have necessary resources in your inventory.
5. Grass: Yes, the requirements are met for interaction as there are no specific requirements for interacting with grass.
6. Cow: Yes, the requirements are met for interaction as you don't need any specific tools to defeat the cow and get food.
1. Increase drink level (Priority: 5/5): The player's drink level is at  $2/9$ , so finding a water source and drinking from it should be a high priority to avoid dehydration.
2. Defeat and eat cow (Priority: 4/5): The player's food level is at 4/9, which indicates a need for food. Defeating the cow and consuming it will help replenish the food level.
3. Craft better tools and weapons (Priority: 3/5): The player has some basic resources in their inventory. They should be encouraged to collect more resources and utilize the table to craft better tools and weapons, which will help in survival and efficient resource-gathering.
Top Sub-Task: Increase drink level (Priority 5/5)
- Locate a water source, like a river or lake
- Approach the water source
- Interact with the water source to drink from it
The player should first find a water source. In the current observations, there is no water source visible, so the player should explore their surroundings by moving in various directions until they discover a water source, such as a river or lake. Once found, the player should approach the water source and interact with it to drink and replenish their drink level.
1. Action: Move North (Priority: 4/5)
Requirement: Flat ground above the agent.
Reason: To explore surroundings in search of a water source for drinking and increase the drink level.
2. Action: Move West (Priority: 4/5)
Requirement: Flat ground left of the agent.
Reason: To explore surroundings in search of a water source for drinking, and increase the drink level.
3. Action: Move East (Priority: 4/5)
Requirement: Flat ground right of the agent.
Reason: To explore surroundings in search of a water source for drinking and increase the drink level.
4. Action: Move South (Priority: 4/5)
5. Action: Do (Priority: 3/5)
Requirement: Facing creature or material, and have the necessary tool.
Reason: To interact with creatures or materials based on the situation, such as attacking monsters, mining resources, or interacting with a water source once found.
1. Action: Move North
Requirement: Flat ground above the agent. Requirements Met: Yes (Player Observation Step 328: You took action move_south, which means the agent moved from the North
2. Action: Move West
Requirements Met: Yes (Player Observation Step 328: You see grass 1 step to your west)
3. Action: Move East
Requirement: Flat ground right of the agent. Requirements Met: Yes (Player Observation Step 326: You took action move_east, which means the agent moved from the East)
4. Action: Move South
Requirements Met: Yes (Player Observation Step 328: You face cow at your front (south), which means there is a flat ground below the agent)
5. Action: Do
Requirements Met: Partially (Player Observation Step 328: You face the cow at your front (south), but the necessary tool to interact with the cow, like a sword or an axe, is not yet in the inventory)
Yes, the last player action (move_south) succeeded because the player was able to change their position from step 326 to step 328, moving closer to the cow as described in the observation. There were no obstacles or restrictions preventing the player from moving south, which is why the action succeeded.
The best executable action from the list above is Move North, as the requirement of flat ground above the agent is met, and it allows the player to explore the surroundings in search of a water source for drinking.
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Step: 165, Cumulative Reward: 0.0 =
- wood: 1
-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. No requirement.
3. Tree: Provides wood resource, which can be collected by hand, but an axe is more efficient.
4. Table: No resources provided. No requirement except to be placed with wood in inventory.
5. Cov: Provides food (meat) when killed, may require any weapon to kill efficiently, but hand-to-hand combat is also possible.
6. Grass: No resources provided. No requirement.
1. Stone: Yes, the requirements are met as you have a wood_pickaxe and a stone_pickaxe in your inventory.
2. Path: Yes, there are no requirements for interaction.
3. Tree: Yes, the requirements are met as you can collect wood by hand, although using an axe would be more efficient.
4. Table: Yes, the requirements are met as it has already been placed and can be interacted with.
5. Cov: Yes, the requirements are met since you can attack it by hand or use a crafted weapon (which is not available in your inventory currently).
6. Grass: Yes, there are no requirements for interaction.
Question: List top 3 sub-tasks the player should follow. Indicate their priority out of 5.
Answer:
1. Priority 4/5: Find and drink water - Your drink level is at 2/9, so finding a water source and drinking from it should be a priority to avoid thirst.
2. Priority 3/5: Hunt the cow for food - Your food level is at 4/9, and hunting the nearby cow provides meat, which can be used as food. This task is not as urgent as finding water, but it's still essential to maintain your food level.
3. Priority 2/5: Collect more wood from the tree - You have only 1 wood in your inventory, and collecting more wood could be helpful for crafting more tools, weapons, or building shelters. This task has a lower priority than finding water and hunting the cow since it doesn't directly affect your survival.
The top sub-task is finding and drinking water.
1. Locate a water source, such as a lake or river.
1. Explore the area and search for a water source. The player can move in different directions (west, east, north, and south) to discover new terrains and find a water source. Once the water source is found, the player should approach it and drink from it to restore their thirst level.
1. Priority 1 - Move East: Flat ground right to the agent.
Requirement: Look for a water source in the east direction.
2. Priority 2 - Move North: Flat ground above of the agent.
Requirement: If moving east doesn't reveal a water source, change the direction to north and continue the search.
3. Priority 3 - Move West: Flat ground left to the agent.
Requirement: If moving north doesn't reveal a water source, change the direction to west and continue the search.
4. Priority 4 - Move South: Flat ground below the agent.
Requirement: If moving west doesn't reveal a water source, change the direction to south and continue the search.
5. Priority 5 - Drink: At the water source (lake or river).
Requirement: Successfully find a water source, approach it, and drink from it to restore the player's thirst level.
1. Move East: Yes, the requirement is met as there is flat ground (path) 2 steps to the east of the player.
2. Move North: Yes, the requirement is met as there is flat ground (grass) right in front of the player (north).
3. Move West: Yes, the requirement is met as there is flat ground (grass) 1 step to the west of the player.
4. Move South: Yes, the requirement is met as there is flat ground (grass) and a cow 2 steps to the south of the player.
5. Drink: No, the requirement is not met as there is currently no visible water source (lake or river) in the player's surroundings. The player needs to explore the area by moving in various directions to find a water source.
Yes, the last player action (move_north) succeeded because there was flat ground (grass) in front of the player (north) that allowed them to move without any obstruction.
The best executable action from above is to "Move East" because there is flat ground (path 2 steps to the east of the player, and it allows the player to explore and search for a water source.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  166, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- tree 6 steps to your north-west
- cow 3 steps to your south-west
-food:3/9
drink: 2/9
1. Stone: Provides stone resource; requires a wood_pickaxe or better tool.
2. Path: Provides a path to follow for easy navigation; no requirements.
3. Tree: Provides wood resource; requires a wood_pickaxe or better tool.
4. Table: Allows crafting of tools and weapons; requires collected wood to craft.
5. Cow: Provides food (meat) when hunted; requires a weapon (wood_sword, stone_sword, or better) to kill efficiently.
6. Grass: A basic terrain, no resources provided; no requirements.
7. Iron: Acquired from the player's inventory; provides material to craft better tools and weapons; requires a stone_pickaxe or better to collect from an iron ore (not visible in the current observation).
1. Stone: Yes, the requirements are met as the player has both a wood_pickaxe and a stone_pickaxe in their inventory.
2. Path: Yes, the requirements are met as there are no requirements for interacting with the path.
3. Tree: Yes, the requirements are met since the player has a wood_pickaxe in their inventory.
4. Table: The table is already placed, so interaction requirements depend on the crafting the player wants to perform. The player has wood and iron in their inventory, which is sufficient for some interactions (e.g., crafting a wood sword or an iron sword).
5. Cov: The player does not currently have a weapon in their inventory to efficiently hunt the cow. They would need a wood_sword, stone_sword, or better.
6. Grass: Yes, the requirements are met as there are no requirements for interacting with the grass.
7. Iron: The player already has iron in their inventory. If they encounter iron ore, they can mine it efficiently since they possess a stone_pickaxe.
1. Find water and drink to restore thirst. Priority: 5/5 (as drink level is 2/9)
2. Hunt the cow or find another food source to increase food level. Priority: 4/5 (as food level is 3/9)
3. Craft a weapon, such as a wood or iron sword, using the table to prepare for potential combat or hunting. Priority: 3/5 (as the player doesn't currently have a weapon in their inventory)