| | --- |
| | task_categories: |
| | - question-answering |
| | language: |
| | - en |
| | tags: |
| | - wikidata |
| | - freebase |
| | - KBQA |
| | - LLM |
| | - agent |
| | pretty_name: KG Subgraph |
| | size_categories: |
| | - 10K<n<100K |
| | --- |
| | # Subgraph Dataset |
| |
|
| | ## Overview |
| |
|
| | This repository contains a subgraph dataset associated with the subgraphs used in the paper [ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs](https://arxiv.org/abs/2404.07677). |
| |
|
| | For specific codes and the KBQA dataset, please refer to [KGdata repository](https://github.com/lanjiuqing64/KGdata.git). |
| |
|
| | ## Description |
| |
|
| | The dataset comprises four folders, each containing subgraphs related to different KBQA datasets based on Wikidata or Freebase: |
| | - Wikidata-based datasets: |
| | - QALD10-en |
| | - T-REx |
| | - Zero-Shot RE |
| | - Creak |
| | |
| | - Freebase-based datasets: |
| | - GrailQA |
| | - WebQSP |
| | - Simple Questions |
| |
|
| | - `hop_2_FreeBase/`: Contains 2-hop subgraphs based on Freebase. |
| | - `hop_3_FreeBase/`: Contains 3-hop subgraphs based on Freebase. |
| | - `hop_2_Wikidata/`: Contains 2-hop subgraphs based on Wikidata. |
| | - `hop_3rd_Wikidata/`: Contains the third hop subgraphs based on Wikidata. |
| |
|
| |
|
| | |
| | ### The format of the subgraph files |
| | 1. FreeBase subgraph file |
| | ``` |
| | { |
| | Topic Entity : [[EntityID,Relation,EntityID],....], |
| | Topic Entity : [[EntityID,Relation,EntityID],....], |
| | ... |
| | } |
| | ``` |
| | 2. FreeBase label file |
| | ``` |
| | { |
| | EntityID : Entity name |
| | EntityID : Entity name |
| | ... |
| | } |
| | ``` |
| |
|
| | 3. Wikidata subgraph file |
| | ``` |
| | { |
| | Topic Entity : [[EntityID,RelationID,EntityID],....], |
| | Topic Entity : [[EntityID,RelationID,EntityID],....], |
| | ... |
| | } |
| | ``` |
| | 2. Wikidata label file |
| |
|
| | ``` |
| | { |
| | EntityID : Entity name |
| | RelationID : Relation name |
| | EntityID : Entity name |
| | ... |
| | } |
| | ``` |
| |
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| |
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| |
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