SlowGuess/NeurIPS_2023_OCR huggingface dataset:
-health:9/9
-food:6/9
drink: 6/9
- energy: 7/9
Make Stone Sword
1. Grass: It provides fibers for crafting. Requirements: Cut or pluck the grass using hands or tools.
2. Stone: It provides materials for crafting tools and building structures. Requirements: Collect using a pickaxe or break with a tool, such as a wood or stone pickaxe.
3. Path: It provides a convenient surface to walk on and direction guide. Requirements: None, it is a terrain feature.
4. Tree: It provides wood for crafting tools, weapons, and furniture. Requirements: Chop down using an axe or cut with a tool, such as a wood or stone ax.
1. Grass: Yes, the requirements are met, as you can interact with grass using your hands or tools you have available, such as a wood_pickaxe.
2. Stone: Yes, the requirements are met, as you have a stone_pickaxe in your inventory which can be used to collect stone.
3. Path: Yes, the requirements are met, as there are no requirements to interact with the path. You can simply walk on it.
4. Tree: No, the requirements are not met, as you do not have an axe in your inventory to chop down the tree. You would need to craft an axe for this interaction.
Answer:
1. Priority 5: Craft an axe for cutting trees by first crafting a table and then using the available materials (wood, stone) to create an axe. This will allow you to collect more wood for crafting and building purposes.
2. Priority 4: Collect more stone using your stone_pickaxe to have enough resources for future crafting and building projects, such as making stronger weapons and shelter.
3. Priority 3: Replenish your drink and food levels by finding a water source (e.g., lake) to drink from, and search for food sources (such as fruits, vegetables or hunt animals) to ensure that you maintain sufficient energy and health.
For the top sub-task of crafting an axe, the requirements are:
1. Having a table placed to craft on.
2. Having sufficient wood or stone (depending on the type of axe being crafted) in the inventory.
3. Accessing the table to create the axe.
Since the player already has a table in front of them, they should perform the following steps:
1. Approach the table.
2. Use the resources in the inventory (wood and/or stone) to craft an axe.
But first, the player must approach the table by interacting with it, which can be done by standing next to it and facing it.
From the list of all actions, these are the top 5 actions the player should prioritize:
1. Priority 1: Make Stone Axe (Requirement: Nearby table; wood and stone in inventory)
2. Priority 2: Collect more Wood (Requirement: Make Stone Axe or Wood Axe)
3. Priority 3: Make Wood Sword or Stone Sword (Requirement: Nearby table; wood and/or stone in inventory)
4. Priority 4: Collect more Stone (Requirement: Make Stone Pickaxe)
5. Priority 5: Collect Iron (Requirement: Make Stone Pickaxe)
These priorities ensure that the player crafts the necessary tools, gathers resources, and enhances their defensive capabilities in the game.
From the most recent player observation and the provided inventory, let's evaluate each action's requirements:
1. Make Stone Axe
Requirement: Nearby table; wood and stone in inventory
Status: Not met (player lacks wood and a stone axe is not listed in the actions)
2. Collect more Wood
Requirement: Make Stone Axe or Wood Axe
Status: Not met (player lacks wood to make an axe, and the list of actions does not contain axe crafting)
3. Make Wood Sword or Stone Sword
Requirement: Nearby table; wood and/or stone in inventory
Status: Met for Stone Sword (player has a table nearby and stone in inventory)
4. Collect more Stone
Requirement: Make Stone Pickaxe
Status: Met (player has a stone pickaxe in inventory)
5. Collect Iron
Among the listed actions, actions 3, 4, and 5 have their requirements met. However, it is important to note that the original list of actions needs to be updated to include axe crafting and resource collection.
It is ambiguous whether the last player action succeeded or not, as the observations at step 160 and step 162 are identical. We cannot confirm if the move_south action had any effect on the player's position in the game or if they reached their desired location.
Based on the met requirements from the list of actions above, the best executable action for the player now is:
(Requirement: Nearby table; wood and/or stone in inventory)
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  82, 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 took action make_stone_sword.
Your status:
-health:9/9
- food: 6/9
- drink: 6/9
energy: 7/9
- stone: 1
-coal:2
1. Grass
Resource provided: None
2. Stone
Resource provided: Stone (needed for crafting tools, weapons, and furnace)
Requirement: Stone pickaxe or better to collect
3. Path
4. Tree
Resource provided: Wood (used for crafting tools, weapons, and other structures)
Requirement: Wood pickaxe or better to collect
5. Table
Resource provided: Enables crafting of tools and weapons
Requirement: Wood to build and place
As for the player's inventory:
6. Wood Pickaxe
Resource provided: Ability to collect wood and stone
Requirement: Wood to craft
7. Stone Pickaxe:
Resource provided: Ability to collect iron and better materials
Requirement: Stone to craft
8. Coal
Resource provided: Fuel for smelting iron
9. Iron
Resource provided: Used to craft stronger tools and weapons
Requirement: Stone pickaxe and furnace to collect and smelt
10. Stone Sword (newly crafted)
Resource provided: Enhanced weapon to defend against monsters
The last action taken by the player was "make_stone_sword."
Interaction requirement: None
Requirements met: Yes
Interaction requirement: Stone pickaxe or better to collect
Requirements met: Yes (player has a stone_pickaxe in their inventory)
Interaction requirement: Wood pickaxe or better to collect
Requirements met: Yes (player has a wood_pickaxe in their inventory)
Interaction requirement: Wood to build and place
Requirements met: Yes, the table is already placed
Interaction requirement: Wood to craft
Requirements met: Yes, the wood pickaxe is already crafted
Interaction requirement: Stone to craft
Requirements met: Yes, the stone pickaxe is already crafted
Interaction requirement: Stone pickaxe and furnace to collect and smelt
Requirements met: Yes, player has a stone_pickaxe and furnace placement available
Requirements met: Yes, the stone sword is already crafted
1. Priority 4/5: Collect more resources
Sub-task: Gather more stone, wood, and iron to improve the player's inventory and be prepared for crafting additional
tools, weapons, or structures. This will help the player advance and be better equipped to handle any threats.
2. Priority 5/5: Restore food and drink levels
Sub-task: Find a source of food (such as hunting animals or foraging for plants) and water (such as drinking from a lake) to keep the player's food and drink levels sustainable. Maintaining proper food and drink levels is crucial for the player's survival.
3. Priority 3/5: Explore the surrounding area
Sub-task: Investigate the environment to find valuable resources, potential shelter locations, and detect any possible
threats. Exploring the area can yield new opportunities for resource gathering, maintaining a steady food supply,
or discovering interesting locations.
Top sub-task: Collect more resources.
1. Utilize appropriate tools (wood_pickaxe, stone_pickaxe) to efficiently collect resources.
2. Identify the location of resources (wood from trees, stone from rocks, and iron from iron ores) in the environment.
1. Identify the nearest resource locations by observing the surroundings.
2. Move towards the resource location and use the correct tool for the specific resource (e.g.. use the wood pickaxe for
collecting wood and the stone pickaxe for collecting stone and iron).
3. Continuously keep an eye on the environment for new resource locations or potential threats while gathering.
1. Priority 1: Move towards resource location (Action: Move West, East, North, or South)
Requirement: Flat ground in the direction of the resource.
2. Priority 2: Collect Wood (Action: Do)
Requirement: Facing a tree and have the wood_pickaxe in inventory.
3. Priority 3: Collect Stone (Action: Do)
Requirement: Facing a stone block and have the stone_pickaxe in inventory.
4. Priority 4: Collect Iron (Action: Do)
Requirement: Facing an iron ore block and have the stone_pickaxe in inventory.
5. Priority 5: Sleep (Action: Sleep)
Requirement: Energy level is below maximum.
Yes, the requirement is met. There is grass 1 step to the west, a path 1 step to the north, and a tree 3 steps to the
south, which all indicate flat ground in those directions.
No, the requirement is not met. Although the player has a wood_pickaxe in inventory, they are not facing a tree.
No, the requirement is not met. Although the player has a stone_pickaxe in inventory, they are not facing a stone block.
No, the requirement is not met. The player has a stone_pickaxe in inventory, but they are not facing an iron ore block.
Yes, the requirement is met. The player's energy is 7/9, which is below maximum.
It is unclear whether the last player action succeeded or not, as the observation provided after the action doesn't show the stone sword in the player's inventory. However, the player met the requirements by having a nearby table and sufficient resources.
The best executable action from the list above is Priority 1: Move towards resource location. The player should choose one of the directions: Move West, Move East, Move North, or Move South that will bring them towards a resource location, as there is flat ground in those directions, and the requirement is met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step: 83, Cumulative Reward: 0.0$
-food:6/9
- drink: 5/
-stone_pickaxe:1
- Resource it provides: Stone is used for crafting stone tools and building structures.
- Requirement: A wood pickaxe to collect it.
- Resource it provides: Provides easier movement and navigation.
- Requirement: No specific tool is required, but an axe would make it more efficient.
- Resource it provides: Enables crafting of tools, weapons, and other items.
- Requirement: Placing it requires wood in your inventory.
- Resource it provides: Can be used for crafting or creating a path.
Note that in the most recent observation, you do not see saplings, cows, water sources, or monsters.
- Are requirements met? Yes, you have a wood_pickaxe in your inventory.
- Are requirements met? Yes, no requirements are needed to interact with the path.
- Requirement: No specific tool is required, but an axe would make it more efficient.  
- Are requirements met? Yes, you can interact with the tree without a specific tool, but having an axe would be better.
- Are requirements met? Not applicable in this case, as you already see a table in the environment. You can interact with the table by crafting tools and weapons with the available resources in your inventory.
- Are requirements met? Yes, no requirements are needed to interact with the grass.
1. Restore food and drink levels (Priority: 5/5)
Sub-tasks:
Find and consume a cow or other food sources, such as fruits from trees, to increase your food level.
- Locate a lake or water source to replenish your drink level.
2. Increase your inventory of resources (Priority: 4/5)
- Collect more stone using your wood_pickaxe or stone_pickaxe.
- Gather wood from the tree to create more tools and structures.
3. Upgrade tools and weapons (Priority: 3/5)
- Craft an iron pickaxe and an iron sword using the iron in your inventory. This may require collecting more iron as well.
- Return to the table you face to your south-east to craft the upgraded tools and weapons.
Top Sub-task: Restore food and drink levels (Priority: 5/5)
1. Find a food source (cow, fruit, etc.) to increase your food level.
2. Locate a water source (lake, river, etc.) to replenish your drink level.
The player should first find a food source to increase their food level. They can do this by exploring their surroundings, moving towards a cow, or looking for fruit-bearing trees. Once they have located a food source, they can consume it to increase their food level. After taking care of their food needs, the player should focus on finding a water source like a lake or river, and consume water from it to restore their drink level.
1. Action: Move (Priority: 4/5)
Requirement: Locate a food source (such as a cow or fruit-bearing tree) in any direction (west, east, north, or south)
2. Action: Do (Priority: 4/5)
Requirement: Face the food source (cow or fruit) and have the necessary tool or interaction (eat fruit, chase cow)
3. Action: Move (Priority: 3/5)
Requirement: Locate a water source (lake, river) in any direction (west, east, north, or south)
4. Action: Drink (Priority: 3/5)
Requirement: Face a water source (lake, river)
5. Action: Sleep (Priority: 2/5)
Requirement: Energy level is below maximum, and find a safe place to rest (shelter or safe distance from monsters)
Status: Not met, as there is no visible food source in the player's current observations.
Status: Not met, as there is no visible water source in the player's current observations.
Status: Partially met. Energy level is below maximum (7/9), but the player needs to find a safe place to rest.
Yes, the last player action (move_west) succeeded because there was flat ground (grass) to the west of the player, allowing
However, the player still needs to find a safe place to rest before executing this action.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  84, 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 took action sleep.
- 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
-health:9/9
-food:6/9
drink: 5/9
-energy:7/9
Answer:
1. Stone: Provides stone resource, requires a wood_pickaxe or better to collect.
2. Path: No resources, allows easier navigation and movement
3. Tree: Provides wood resource, can be collected with any tool or bare hands.
4. Table: Allows crafting of tools and weapons, requires wood to be constructed.
5. Grass: No resources, serves as terrain.
6. Coal (inventory): Used for smelting iron in the furnace, requires a wood_pickaxe or better to collect.
7. Iron (inventory): Used for crafting iron tools and weapons, requires a stone_pickaxe or better to collect and a furnace to smelt.
8. Wood_pickaxe (inventory): Used for collecting stone and coal, requires wood to craft.
9. Stone_pickaxe (inventory): Used for collecting iron, requires stone and wood to craft.
The last action taken by the player was "sleep."
Answer:
1. Stone: Yes, you have a wood_pickaxe and stone_pickaxe in your inventory.
2. Path: There are no requirements for interaction, as it's for easier navigation.
3. Tree: Yes, you can collect wood with any tool or your bare hands.
4. Table: Yes, it's already constructed and can be used for crafting.
5. Grass: There are no requirements for interaction, as it's just terrain.
6. Coal (inventory): Interaction not applicable, since it's already collected.
7. Iron (inventory): Interaction not applicable, since it's already collected.
8. Wood_pickaxe (inventory): Interaction not applicable, as it's a tool in your inventory.
9. Stone_pickaxe (inventory): Interaction not applicable, as it's a tool in your inventory.
1. Increase Drink (Priority: 5) - Find a water source to replenish your thirst, which is currently at 5/9.
2. Increase Food (Priority: 4) - Hunt animals like cows or gather plants to increase your food, which is currently at 6/9.
3. Collect more resources (Priority: 3) - Gather more stone, iron, and coal to craft better tools and weapons, and prepare for smelting iron using the furnace.
Top sub-task: Increase Drink (Priority: 5)
Requirements: Find a water source (e.g., lake, river) and interact with it to drink and replenish thirst.
First step: The player should explore the surroundings in search of a water source like a lake, river, or any other form of drinkable water. Once found, the player should interact with the water source to drink and restore their thirst levels.
1. Priority 5 - Move West/East/North/South: Flat ground in the chosen direction; The player should explore their surroundings in search of a water source to replenish their drink levels, as it is the top priority right now.
2. Priority 4 - Make Iron Sword: Nearby table, furnace; Wood, coal, iron in inventory; Crafting an iron sword will be useful in defending against monsters and improving combat capabilities.
3. Priority 3 - Place Furnace: Stone in inventory; Placing a furnace will allow the player to smelt iron and progress in the game.
4. Priority 2 - Noop: Always applicable; If no immediate actions are required and there's no imminent danger, the player may choose to pause and look for their next move.
5. Priority 1 - Sleep: Energy level is below maximum; Although the player has 7/9 energy, consider finding a safe place to sleep to restore their energy back to full when it drops further.
1. Move West/East/North/South: The requirements are met, as there is flat ground available in each direction.
2. Make Iron Sword: The requirements are NOT met, as there is no nearby furnace. The player must first place a furnace to craft an iron sword.
3. Place Furnace: The requirements are met, as the player has enough stone in their inventory.
4. Noop: The requirements are met, as this action is always applicable.
5. Sleep: The requirements are NOT met, as the player's energy level is not below maximum. The player has 7/9 energy currently.
It is unclear whether the last player action, "sleep," succeeded because the energy level remains the same at 7/9 in both Player Observation Step 166 and Player Observation Step 168.
The best executable action from the list above is "Place Furnace" since the requirements are met, and it will help the player progress in the game by allowing them to smelt iron.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  85, 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
Your status:
-health:9/9
-food:6/9
drink:5/9
energy: 7/9
1. Stone: Provides stone resource when mined with a pickaxe; requires a pickaxe (wood or higher) to mine.
2. Path: Provides no resources directly; requires clear and flat ground to form.
3. Tree: Provides wood resource when chopped down; requires an axe (wood or higher) to chop.
4. Table: Provides a surface for crafting items; requires wood to build and place
5. Grass: Provides no resources directly; requires a tool like a hoe to clear or turn into farmland.
Note: The furnace is missing from the list since it was placed in step 170, so adding it here.
6. Furnace: Provides the ability to smelt/convert ores (like iron and coal) into useful items; requires stone to build and ores (e.g. iron or coal) for smelting.
The last action taken by the player was "place_furnace."
1. Stone: Yes, the requirements are met for interaction. You have a stone_pickaxe in your inventory, which can be used to mine the stone.
2. Path: Yes, the requirements are met for interaction. You can walk on the path as there's no specific tool required.
3. Tree: No, the requirements are not met for interaction. You need an axe (wood or higher) to chop down the tree, but you don't have one in your inventory.
4. Table: Yes, the requirements are met for interaction. You can craft items at the table.
5. Grass: Yes, the requirements are met for interaction. While you don't have a hoe to clear or turn grass into farmland, you can still move over it without any issues.
Note: Adding the furnace to the answer.
6. Furnace: Yes, the requirements are met for interaction. You have coal and iron in your inventory, which can be used in the furnace for smelting.
1. Smelt iron in the furnace (Priority: 5/5): You have the required coal and iron in your inventory, so using the furnace to smelt iron would allow you to craft better items, such as an iron sword or iron pickaxe.
2. Drink water to restore thirst (Priority: 4/5): Your drink level is at  $5 / 9$ , which means it's getting low. Finding water to drink should be a priority to avoid dehydration.
3. Find food to restore hunger (Priority: 4/5): Your food level is at 6/9, so finding a source of food like a cow or a fruit would help restore your hunger and maintain good health.
The requirements for the top sub-task (smelt iron in the furnace) are:
1. Have a furnace placed (already accomplished).
2. Have coal in your inventory (already accomplished with 2 coal).
3. Have iron in your inventory (already accomplished with 1 iron).
As all the requirements are already met, the player should first approach the placed furnace and then use it to smelt the iron using the coal they have in their inventory. This will create an iron ingot, which can then be used to craft better items such as an iron sword or an iron pickaxe.
1. Priority 1: Move East - Requirement: Flat ground right to the agent. Action: Move towards the placed furnace, which is 2 steps to the south-east.
2. Priority 2: Do - Requirement: Facing creature or material; have necessary tool. Action: Use the furnace to smelt the iron using coal in the inventory.
3. Priority 3: Make Iron Pickaxe - Requirements: Nearby table, furnace; wood, coal, iron in inventory. Action: Craft an iron pickaxe by using resources available in the inventory and using the table.
4. Priority 4: Collect Drink - Requirement: No requirements. Action: Find a water source, like a lake or river, to drink and restore the drink meter.
5. Priority 5: Eat Plant - Requirements: Place Plant. Action: Place a sapling to grow food, wait for the plants to grow, and then eat to restore the food meter.