SlowGuess/NeurIPS_2023_OCR huggingface dataset:
4. Furnace: Already placed on the map, so no requirements needed for interaction; it's met. To smelt resources with the furnace, the player needs coal, which they already have, so that requirement is also met.
5. Cow: Requires any type of weapon (e.g., wood_sword, stone_sword) to effectively hunt; the player doesn't have a sword in their inventory, so the requirement is not met.
1. Craft a sword for hunting and self-defense (Priority: 5/5)
- Use the existing wood or stone to craft a wood-sword or a stone-sword at a nearby table to effectively hunt the cow and protect yourself from monsters.
2. Hunt the cow and increase food supply (Priority: 4/5)
- Once a sword is crafted, hunt the cow to replenish your food and maintain your health.
3. Find a water source to drink and replenish thirst (Priority: 3/5)
- Your drink level is currently low, so finding a water source to drink from should be a priority to avoid dehydration.
The top sub-task is to craft a sword for hunting and self-defense. The requirements for it are:
1. Locate a nearby crafting table or place a table using your wood inventory.
2. If you have enough wood, create a wood_sword at the table.
3. If you have enough stone, create a stone_sword at the table, which is preferred due to its better durability and damage.
The player should first locate a nearby crafting table or place one using the available wood in their inventory. Then, depending on the available resources (wood or stone) in the inventory, the player should craft either a wood_sword or a stone_sword at the table.
1. Priority 1: Move South (5 steps): Flat ground below the agent. This action will help the player reach the path for better navigation.
2. Priority 2: Drink: Find a water source to drink from as the player's current drink level is low (3/9).
3. Priority 3: Do: Facing cow at front (east); no tool required for hunting. This action will provide food to the player.
4. Priority 4: Place Furnace: Stone in inventory. The player will need a furnace to smelt iron later.
5. Priority 5: Make Iron Sword: Nearby table, furnace; wood, coal, iron in inventory. Crafting an iron sword will improve the player's defense and hunting capabilities.
1. Priority 1: Move South (5 steps): Yes, the requirement of flat ground below the agent is met.
2. Priority 2: Drink: The requirement of finding a water source is not met in the current observations.
3. Priority 3: Do: Yes, the requirement of facing cow at front (east) is met, and no tool is required for hunting.
4. Priority 4: Place Furnace: Yes, the requirement of having stone in the inventory is met.
5. Priority 5: Make Iron Sword: No, the requirement of having a nearby table is not met in the current observations. Also, the player has only 1 iron in their inventory which may not be enough to craft an iron sword.
The last player action appears to have succeeded, as the player is now facing a cow at the front (east). This indicates that the "do" action made the player interact with the cow, as intended.
The best executable action from above is Priority 1: Move South (5 steps) since the requirement of flat ground below the agent is met.
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Step: 148, Cumulative Reward: 0.0 =
-path 4 steps to your east
- tree 1 steps to your west
- furnace 3 steps to your north-east
- cow 2 steps to your north-east
-sapli
- wood: 1
-coal:2
-iron:1
- wood_pickaxe: 1
- stone_pickaxe: 1
1. Grass: Resource - It doesn't provide any resources. Requirement - A clear area to build or interact with.
2. Path: Resource - It helps with navigating through the game world. Requirement - None.
3. Tree: Resource - Provides wood when cut down, can be used for crafting. Requirement - Wood pickaxe.
4. Furnace: Resource - Smelts metals and cooks food, such as iron and coal. Requirement - Stone to craft and place.
5. Cow: Resource - Provides food when killed. Requirement - Any weapon to kill it or bare hands.
6. Sapling (inventory): Resource - Can be planted to grow trees for wood. Requirement - None, already in inventory.
7. Wood (inventory): Resource - Used for crafting and building. Requirement - None, already in inventory
8. Coal (inventory): Resource - Fuel for smelting metals and cooking food in a furnace. Requirement - None, already in inventory.
9. Iron (inventory): Resource - Used for crafting metal tools and weapons. Requirement - None, already in inventory.
10. Wood Pickaxe (inventory): Resource - Tool to collect stone and wood. Requirement - None, already in inventory.
11. Stone Pickaxe (inventory): Resource - Tool to collect iron and mine faster. Requirement - None, already in inventory.
1. Grass: Yes, the requirements are met for interaction as there are no specific requirements to interact with grass.
2. Path: Yes, the requirements are met for interaction as there are no specific requirements to interact with or follow a path.
3. Tree: Yes, the requirements are met for interaction as you have the wood pickaxe in your inventory, which is needed to cut down the tree.
4. Furnace: Yes, the requirements are met for interaction as you have the necessary resources (coal and iron) in your inventory to use the furnace for smelting.
5. Cow: Yes, the requirements are met for interaction as you can use any weapon, such as a wood pickaxe, stone pickaxe, or even your bare hands to kill the cow and obtain food.
6. Sapling (inventory): Yes, the requirements are met for interaction as the sapling is already in your inventory and can be planted without any specific requirements.
7. Wood (inventory): Yes, the requirements are met for interaction as the wood is already in your inventory and can be used for crafting and building without any specific requirements.
8. Coal (inventory): Yes, the requirements are met for interaction as the coal is already in your inventory and can be used as fuel in the furnace without any specific requirements.
9. Iron (inventory): Yes, the requirements are met for interaction as the iron is already in your inventory and can be smelted in the furnace and used for crafting without any specific requirements.
10. Wood Pickaxe (inventory): Yes, the requirements are met for interaction as the wood pickaxe is already in your inventory and can be used to collect resources without any specific requirements.
11. Stone Pickaxe (inventory): Yes, the requirements are met for interaction as the stone pickaxe is already in your inventory and can be used to collect resources without any specific requirements.
1. Regain Food and Drink: Priority 5/5
- Kill the cow to obtain meat.
- Cook the meat using the furnace and coal as fuel.
Eat the cooked meat to regain food points.
- Locate a water source nearby and drink to regain thirst points.
2. Plant Sapling and Grow Tree: Priority 4/5
Find a suitable location to plant the sapling.
- Plant the sapling and watch it grow into a tree, which will provide more wood for crafting.
3. Craft Iron Tools: Priority 3/5
- Smelt the iron in the furnace using coal as fuel.
Find a table to use for crafting
- Craft an iron pickaxe and iron sword to collect resources more efficiently and fight monsters more effectively.
Requirements for top sub-task (Regain Food and Drink):
Find a cow to obtain meat.
Have access to a furnace and coal for cooking meat.
Locate a water source nearby to drink.
1. Approach the cow that is 2 steps to the north-east.
2. Kill the cow to obtain meat.
3. Go to the furnace 3 steps to the north-east.
4. Cook the meat using the furnace and coal as fuel.
5. Eat the cooked meat to regain food points.
6. Locate a water source nearby and drink to regain thirst points.
1. Priority 1: Move North-East: Requirement: Flat ground in the north-east direction.
2. Priority 2: Do (Kill Cow): Requirement: Facing cow and have a weapon or tool.
3. Priority 3: Move North-East: Requirement: Flat ground in the north-east direction.
4. Priority 4: Place Furnace: Requirement: Stone in inventory.
5. Priority 5: Make Iron Sword: Requirement: Nearby table, furnace; wood, coal, and iron in inventory.
1. Priority 1: Move North-East: Requirement: Flat ground in the north-east direction. (Yes, the observation mentioned the furnace 3 steps to your north-east)
2. Priority 2: Do (Kill Cow): Requirement: Facing cow and have a weapon or tool. (Not yet, you face grass towards the south)
3. Priority 3: Move North-East: Requirement: Flat ground in the north-east direction. (Yes, the observation mentioned the cow 2 steps to your north-east)
4. Priority 4: Place Furnace: Requirement: Stone in inventory. (Not met, there is no stone in the inventory)
5. Priority 5: Make Iron Sword: Requirement: Nearby table, furnace; wood, coal, and iron in inventory. (Not met, you don't have a nearby table and haven't crafted the furnace yet)
Answer:  
Yes, the last player action succeeded. The player moved south because there was flat ground (grass) in front of them, and there were no obstructions blocking their path.
Answer: The best executable action from above is Priority 1: Move North-East, as its requirement of having flat ground in the north-east direction is met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  149, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
-path 5 steps to your south-east
- tree 2 steps to your west
-furnace 2 steps to your north-east
- cow 2 steps to your south-east
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
1. Path: Provides faster movement across the terrain; no specific requirements.
2. Tree: Provides wood for crafting and building; requires a wood pickaxe or better to collect.
3. Furnace: Allows smelting of iron and other ores for better tools and weapons; requires stone to craft and place.
4. Cow: Provides food to restore hunger; requires defeating the cow to collect.
5. Grass: Decorative, no specific resources; no specific requirements.
6. Sapling (inventory): Can be planted to grow more trees; requires placing on suitable ground.
7. Wood (inventory): Used for crafting and building; requires collecting from trees.
8. Coal (inventory): Used as fuel for furnaces to smelt ores; requires mining with a wood pickaxe or better.
9. Iron (inventory): Used for crafting better tools and weapons; requires mining with a stone pickaxe or better and smelting with a furnace.
10. Wood pickaxe (inventory): Basic tool for mining stone and coal; requires crafting with wood.
11. Stone pickaxe (inventory): Better tool for mining iron and coal; requires crafting with wood and stone.
1. Path: No interaction required; requirements met as it's part of the terrain.
2. Tree: Yes, requirements met; the wood_pickaxe in the inventory can be used to collect wood from the tree.
3. Furnace: Yes, requirements met; the furnace has already been placed and can be used for smelting.
4. Cow: Yes, requirements met; no specific tool required to defeat the cow, although a weapon would make it easier.
5. Grass: Yes, requirements met; no specific interaction needed with grass.
6. Sapling (inventory): Yes, requirements met; sapling can be placed on suitable ground.
7. Wood (inventory): Already collected, no further interaction required.
8. Coal (inventory): Already collected, no further interaction required.
9. Iron (inventory): Already collected, no further interaction required.
10. Wood pickaxe (inventory): Already crafted, can be used for mining stone and coal.
11. Stone pickaxe (inventory): Already crafted, can be used for mining iron and coal.
1. Priority 5/5: Find a source of water (lake, river) to drink and restore the thirst level.
2. Priority 4/5: Defeat the cow to collect food, and consume it to restore the hunger level.
3. Priority 3/5: Use the sapling from the inventory to plant a tree to ensure a future wood resource.
Requirements for the top sub-task (Find a source of water to drink):
1. Locate water source: Explore the surroundings to find a lake or river.
1. Move around the area (move_north, move_south, move_east, move_west) to explore and locate a water source.
1. Move West (Priority: 5): Requirement - Flat ground left to the agent. (Explore surroundings to find a water source)
2. Move East (Priority: 4): Requirement - Flat ground right to the agent. (Explore surroundings to find a water source)
3. Move North (Priority: 3): Requirement - Flat ground above of the agent. (Explore surroundings to find a water source)
4. Move South (Priority: 2): Requirement - Flat ground below the agent. (Explore surroundings to find a water source)
5. Do (Priority: 1): Facing creature or material; have necessary tool. (Interact with the found water source to drink and restore thirst)
1. Move West: Yes, the requirement is met as there is flat ground left to the agent.
2. Move East: Yes, the requirement is met as there is flat ground right to the agent.
3. Move North: Yes, the requirement is met as there is flat ground above the agent.
4. Move South: Yes, the requirement is met as there is flat ground below the agent.
5. Do: No, the requirement is not met. The player currently does not face a creature or material to interact with, and the necessary tool (water source) to restore thirst is not found yet.
Yes, the last player action succeeded. The player was able to move north because there was a flat grassy ground in the north direction, allowing the player to move in that direction.
The best executable action from above is Move West. This action meets the requirement of having flat ground to the left of the agent, allowing the player to continue exploring the surroundings in search of a water source to restore thirst.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  150, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
-furnace 3 steps to your north-east
1. Tree: Provides wood when chopped down. Requirement: Wood pickaxe or a stronger tool.
2. Furnace: Smelts iron and other ores, cooks food. Requirement: Have or collect stone to craft, also requires coal or other fuel source to operate.
3. Cow: Provides food (meat) when killed. Requirement: Any weapon or tool to attack and defeat the cow.
4. Grass: Used to breed animals and create paths. Requirement: None or a tool such as a shovel for more efficient collection.
5. Path: No resource provided directly, helps in navigation. Requirement: None.
1. Tree: Yes, the requirements are met for interaction as the player has a wood pickaxe and a stone pickaxe in their inventory.
2. Furnace: Yes, the requirements are met for interaction as the player has collected stone, coal, and iron in their inventory.
3. Cow: Yes, the requirements are met for interaction as the player can use their stone_pickaxe or wood_pickaxe as a weapon to attack and defeat the cow.
4. Grass: Yes, the requirements are met for interaction since no specific tool is required, although having a tool like a shovel would make collection more efficient.
5. Path: Yes, the requirements are met for interaction as there are no specific requirements to simply walk on or follow the path.
1. Priority 5/5: Get more food - The player's food level is currently  $4 / 9$  , so they should prioritize killing the cow to obtain meat, which can be cooked in the furnace for additional food points.
2. Priority 4/5: Find a water source - The player's drink level is  $3 / 9$  , which is low. Locating a water source to restore their thirst is essential for survival.
3. Priority 3/5: Chop down the tree - Collect more wood from the tree to expand the player's resource inventory, which can be used for crafting or building shelters.
For the top sub-task of getting more food, here are the requirements and the steps the player should follow:
1. Kill the cow.
2. Obtain raw meat.
3. Cook the raw meat in a furnace.
The player should first approach the cow, which is now 2 steps to their east. Then, they should use an appropriate weapon, such as a wood or stone sword, to kill the cow and obtain the raw meat. Once they have the raw meat, they can cook it in the furnace (now 3 steps to their north-east) using coal from their inventory as fuel. This will provide them with cooked meat, which will restore more food points when eaten.
1. Priority 1: Move East (2 steps)
Requirement: Flat ground right to the agent
Reason: Approach the cow that is 2 steps to the east.
2. Priority 2: Make Wood Sword (or Stone Sword if available)
Requirement: Nearby table; wood (or wood and stone) in inventory
Reason: Equip a weapon to kill the cow.
3. Priority 3: Do (Kill the cow)
Requirement: Facing creature (cow); have necessary weapon (wood or stone sword)
Reason: Kill the cow to obtain raw meat for food.
4. Priority 4: Move North-East (3 steps)
Requirement: Flat ground in north-east direction
Reason: Approach the furnace (3 steps to the north-east) for cooking raw meat.
5. Priority 5: Do (Cook the raw meat)
Requirement: Facing furnace; raw meat and coal in inventory
Reason: Cook the raw meat using the furnace and coal to obtain cooked meat, to restore more food points when eaten.
Answer: Yes, the requirements are met. The agent can move east.
Answer: No, the requirements are not met. The agent does not have a table nearby.
Answer: No, the requirements are not met. The agent does not have a sword to kill the cow.
Answer: Yes, the requirements are met. The agent can move north-east to approach the furnace.
Answer: No, the requirements are not met. The agent does not have raw meat in their inventory (cow needs to be killed first).
Yes, the last player action succeeded. The player was able to move west because there was no obstacle blocking their path, and they had enough energy to perform the action.
The best executable action from the above list is Priority 1: Move East (2 steps) since it meets the requirement of having flat ground right to the agent. This action will allow the player to approach the cow, which is 2 steps to the east.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step: 151, Cumulative Reward: 0.0$
- furnace 2 steps to your north-east
- cow 2 steps to your south-east
- food: 4/9
1. Path: Provides a clear space to walk on, no requirements.
2. Tree: Provides wood when chopped, requires a wood_pickaxe or better tool.
3. Furnace: Allows smelting of iron and cooking of food (requires coal as a fuel source), requires stone to create.
4. Grass: Doesn't provide any specific resources, can be used to build on or for placing plants, no requirements.
5. Cow: Provides meat for food when killed, requires any weapon (wood sword or better) to defeat.
6. Sapling (inventory): Can be placed on grass to grow into a tree, no requirements.
1. Path: Yes, the requirements are met as there are no specific requirements for interacting with a path.
3. Furnace: Yes, the requirements are met as you have coal in your inventory.
4. Grass: Yes, the requirements are met as there are no specific requirements for interaction with grass.
5. Cow: Yes, the requirements are met as you have a wood_pickaxe in your inventory, which can be used as a weapon.
6. Sapling (inventory): Yes, the requirements are met since there is grass in your environment and there are no specific requirements for placing a sapling.
1. Drink water to restore thirst level (Priority: 5/5) - Your drink level is at 3/9, and increasing it is essential for survival.
2. Eat food or kill the cow for meat to restore the food level (Priority: 4/5) - Your food level is at 4/9, and eating will replenish it and help maintain your health.
3. Chop the tree to obtain more wood for crafting and building (Priority: 3/5) - Wood is a basic resource used for crafting various items and building structures, which will be useful in progressing the game.
Top Sub-task: Drink water to restore thirst level
Requirements: Find a water source (like a lake, river, or well) to drink from.
What should the player do first: The player should explore the surroundings to find a water source and then move towards it to drink water and restore their thirst level.
1. Priority 1 - Action: Move South (towards the cow)
2. Priority 2 - Action: Move East (to find a water source)
3. Priority 3 - Action: Do (to drink water from the water source)
Requirement: Facing the water source; have no immediate danger from monsters.
4. Priority 4 - Action: Move West (to approach the tree)
5. Priority 5 - Action: Do (to collect wood from the tree)
Requirement: Facing the tree; have a wood_pickaxe in inventory.
Met: Yes, there is no obstruction reported below the agent in the observation.
Met: Yes, there is grass in the agent's path, so the ground is flat.
Met: No, a water source is not observed in the player's observations.
Met: Yes, the agent has just moved from the west, so the ground is flat.
Met: Yes, the agent is facing the tree and has a wood_pickaxe in their inventory.
Yes, the last player action (move_east) succeeded. It succeeded because there was flat grassland (grass) in front of the player, allowing them to move in the east direction without any obstruction.
The best executable action from above is Priority 1 - Action: Move South (towards the cow), as it has the highest priority and its requirement is met.
Step: 152, Cumulative Reward: 0.0
- path 4 steps to your east
- tree 1 steps to your west
food: 4/9
1. Path: Provides a clear route to travel through the game without obstacles; no requirements.
2. Tree: Provides wood for crafting tools, weapons, and shelter; requires a wood pickaxe or better to collect wood.
3. Furnace: Allows smelting of iron and other ores, as well as cooking food; requires collecting stone and crafting a
furnace.
4. Cow: Provides food (meat) upon defeating it, which can be cooked and consumed to restore the food meter; requires no tools, but a weapon is recommended.
5. Grass: Can be collected and converted into dirt, which is useful for building and creating farmland for growing crops; requires no tools.
1. Path: Yes, the requirements are met for interaction, as there are no specific requirements to travel on the path.
2. Tree: Yes, the requirements are met for interaction since you have a wood_pickaxe in your inventory.
3. Furnace: Yes, the requirements are met for interaction, as you are within visible proximity to the furnace, which means you can access it.
4. Cow: Yes, the requirements are met for interaction. While no tools are specifically required, you have a wood_pickaxe and a stone_pickaxe that can be used as makeshift weapons to defeat the cow.
5. Grass: Yes, the requirements are met for interaction since no tools are specifically needed to interact with grass.
1. Priority 4/5: Restore the drink meter by finding a water source and drinking from it. This is essential for maintaining the player's overall well-being.
2. Priority 3/5: Approach and defeat the cow to obtain meat, which can be cooked and consumed to restore the food meter.
3. Priority 2/5: Collect more wood from the nearby tree using the wood_pickaxe. Wood is a crucial resource for crafting various items and building structures.
Requirements for the top sub-task (Restore the drink meter by finding a water source and drinking from it):
1. Locate a nearby water source such as a lake, river, or pond.
2. Approach the water source.
3. Drink from the water source to restore the drink meter.