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