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--- |
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license: mit |
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task_categories: |
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- text-generation |
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tags: |
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- knowledge-graph |
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- tool-calling |
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- trajectories |
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size_categories: |
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- 1M<n<10M |
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configs: |
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- config_name: triplets |
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data_files: triplets_all.jsonl |
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default: true |
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- config_name: trajectories_query_relations |
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data_files: trajectories_query_relations_1m.jsonl |
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- config_name: trajectories_get_neighbors |
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data_files: trajectories_get_neighbors_1m.jsonl |
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- config_name: paths |
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data_files: paths_1m.jsonl |
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--- |
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# WikiKG Trajectories |
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2M tool-calling trajectories + 366k triplets from Wikipedia knowledge graph. |
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## Configurations |
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| Config | Records | Size | Description | |
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|--------|---------|------|-------------| |
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| `triplets` (default) | 365,923 | 30 MB | Subject-relation-object triplets | |
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| `trajectories_query_relations` | 1,000,000 | 5.1 GB | Tool-call conversations (query_relations style) | |
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| `trajectories_get_neighbors` | 1,000,000 | 5.0 GB | Tool-call conversations (get_neighbors style) | |
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| `paths` | 1,500,000 | 230 MB | Random walk paths through the graph | |
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## Tool-Calling Styles |
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Each trajectory is a multi-turn conversation where an LLM calls tools to traverse the knowledge graph: |
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- **query_relations**: Calls `query_relations(subject, obj, rel_type)` to filter triplets by entity/relation |
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- **get_neighbors**: Calls `get_neighbors(entity, direction)` for graph exploration |
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## Example Trajectory |
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```json |
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{ |
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"messages": [ |
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{"role": "user", "content": "Starting from Einstein, follow FIELD_OF forward, then STUDIED_BY backward. What's the final entity?"}, |
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{"role": "assistant", "tool_calls": [{"function": {"name": "query_relations", "arguments": "{\"subject\": \"Einstein\", \"rel_type\": \"FIELD_OF\"}"}}]}, |
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{"role": "tool", "content": "[{\"subject\": \"Einstein\", \"relation\": \"FIELD_OF\", \"object\": \"Physics\"}]"}, |
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... |
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], |
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"metadata": { |
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"path_entities": ["Einstein", "Physics", "Feynman"], |
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"path_relations": ["FIELD_OF", "STUDIED_BY"], |
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"num_hops": 2 |
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} |
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} |
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``` |
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## Example Triplet |
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```json |
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{"subject": "GirardDesargues", "relation": "CREATOR_OF", "object": "DesarguesianPlane"} |
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``` |
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## Source |
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Generated from [wiki-kg-dataset](https://huggingface.co/datasets/amanrangapur/wiki-kg-dataset) containing 45,416 Wikipedia articles and 180+ relation types. |
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## Usage |
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```python |
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from datasets import load_dataset |
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# Load default (triplets) |
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ds = load_dataset("AutomatedScientist/wikikg-trajectories") |
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# Load specific config |
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ds = load_dataset("AutomatedScientist/wikikg-trajectories", "trajectories_query_relations") |
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ds = load_dataset("AutomatedScientist/wikikg-trajectories", "trajectories_get_neighbors") |
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ds = load_dataset("AutomatedScientist/wikikg-trajectories", "paths") |
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``` |
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