# Text Classification on WOS (test) Source: [Text Classification on WOS (test)]() Collection index: [llms.txt]() Data updated: 2026-03-18T07:52:25.335Z Evaluation of Text Classification performance on the test split of the WOS dataset, measured using Hallucinated Rate. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Text Classification | | Dataset (including any stated split) | WOS (test) | | Metric | Hallucinated Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 10 of 10 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Hallucinated Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Hallucinated Rate | Result date | Report paper | | --- | --- | --- | --- | | AGRAG | 0.4 | Not recorded | 6912c3052828b7cc6937dbc7 | | HippoRAG2 | 4.25 | Not recorded | 6912c3052828b7cc6937dbc7 | | LightRAG | 5.89 | Not recorded | 6912c3052828b7cc6937dbc7 | | F.GraphRAG | 6.06 | Not recorded | 6912c3052828b7cc6937dbc7 | | GraphRAG | 6.9 | Not recorded | 6912c3052828b7cc6937dbc7 | | SiReRAG | 7.36 | Not recorded | 6912c3052828b7cc6937dbc7 | | RAPTOR | 7.4 | Not recorded | 6912c3052828b7cc6937dbc7 | | NaiveRAG | 9.96 | Not recorded | 6912c3052828b7cc6937dbc7 | | L.LLMLingua | 21.96 | Not recorded | 6912c3052828b7cc6937dbc7 | | Qwen-2.5-14B | 36.88 | Not recorded | 6912c3052828b7cc6937dbc7 | ### AGRAG Hallucinated Rate: 0.4. Result ID: 69ba59a047f34ce924a3f988. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Walking-based RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### HippoRAG2 Hallucinated Rate: 4.25. Result ID: 69ba59a047f34ce924a3f986. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Walking-based RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### LightRAG Hallucinated Rate: 5.89. Result ID: 69ba59a047f34ce924a3f985. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Community-based RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### F.GraphRAG Hallucinated Rate: 6.06. Result ID: 69ba59a047f34ce924a3f987. [Reporting paper]() Recorded evaluation configuration: {"Category":"Walking-based RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### GraphRAG Hallucinated Rate: 6.9. Result ID: 69ba59a047f34ce924a3f984. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Community-based RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### SiReRAG Hallucinated Rate: 7.36. Result ID: 69ba59a047f34ce924a3f983. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Tree-based RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### RAPTOR Hallucinated Rate: 7.4. Result ID: 69ba59a047f34ce924a3f982. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Tree-based RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### NaiveRAG Hallucinated Rate: 9.96. Result ID: 69ba59a047f34ce924a3f980. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### L.LLMLingua Hallucinated Rate: 21.96. Result ID: 69ba59a047f34ce924a3f981. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Traditional RAG","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Qwen-2.5-14B Hallucinated Rate: 36.88. Result ID: 69ba59a047f34ce924a3f97f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Pure LLM","Backbone":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.