scienceworld-task-parser
GitHub用于解析ScienceWorld环境中的自然语言任务指令,提取目标对象、位置及动作序列,并指导智能体执行环境调查与任务操作。
Trigger Scenarios
Install
npx skills add zjunlp/SkillNet --skill scienceworld-task-parser -g -y
SKILL.md
Frontmatter
{
"name": "scienceworld-task-parser",
"description": "Analyzes user instructions in ScienceWorld environments to extract specific task requirements and constraints. Use when receiving a new task to identify required objects, target locations, and action sequences before taking any environment actions."
}
Instructions for ScienceWorld Task Parsing
When you receive a new task instruction in a ScienceWorld environment, follow this process to parse it into a structured plan.
1. Parse the Instruction
Immediately analyze the user's natural language instruction. Extract the following core components:
- Target Object Type: Identify the category or description of the object to be manipulated (e.g., 'non-living thing', 'liquid', 'electrical component').
- Target Location: Identify the final destination for the object, including the room and specific container (e.g., 'purple box in the workshop').
- Required Actions: Infer the sequence of actions implied by verbs like "find", "focus on", "move", "pour", "mix", etc.
Output your analysis as a concise thought. Example: "Task requires finding a non-living object in the workshop and moving it to the purple box."
2. Survey the Environment
- Use
look aroundin your current room to get an inventory of visible objects, containers, and their states. - If the target location is a different room, use
teleport to LOCto go there first, thenlook around.
3. Identify the Target Object
- From the room description, identify objects matching the parsed Target Object Type.
- If multiple candidates exist, select one that is clearly non-living, portable, and not part of a fixed apparatus (e.g., a wire, a light bulb, a battery). Avoid substances like 'air'.
- Use
examine OBJorlook at OBJif you need more detail to confirm an object's properties.
4. Execute the Task Sequence
- Signal Intent: Use
focus on OBJon the identified target object. This explicitly marks the object for the task. - Perform Core Action: Execute the primary action from the parsed instruction (e.g.,
move OBJ to OBJ,pour OBJ into OBJ). - Use
waitorwait1only if necessary to allow for state changes.
Key Principles
- Efficiency: All containers are pre-opened. Do not use
openorcloseunless explicitly required. - Directness: Teleport directly to the target room. Do not explore unrelated rooms.
- Clarity: Structure your internal reasoning using the "Thought:" prefix before each action, as shown in the trajectory.
- Verification: If an initial
look aroundis insufficient, a secondlook aroundis acceptable to confirm the environment state before proceeding.
Example
Task instruction: "Find a non-living thing in the workshop and move it to the purple box."
- Parse: Target = non-living object, Location = workshop, Container = purple box.
teleport to workshoplook around— observe: "a battery, a blue light bulb, an orange wire..."- Select: battery (non-living, portable).
focus on batterymove battery to purple box
Version History
- 7bb9a48 Current 2026-07-25 11:54


