# Relational Triplet Extraction on CHI Source: [Relational Triplet Extraction on CHI]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:45.395Z Evaluation of Relational Triplet Extraction performance on the CHI dataset, measured using GPT accuracy, GPT confidence, and Human accuracy. 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 | Relational Triplet Extraction (RTE) | | Dataset (including any stated split) | CHI | | Metric | GPT Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [GPT Accuracy](): Higher is better; unit: PERCENT. - [GPT Confidence](): Higher is better; unit: SCALAR. - [Human Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | GPT Accuracy | Result date | Report paper | | --- | --- | --- | --- | | UrbanKGent-13B | 53 | Not recorded | 68fa75111e209131cea657a1 | | UrbanKGent-7B | 49 | Not recorded | 68fa75111e209131cea657a1 | | UrbanKGent-8B | 49 | Not recorded | 68fa75111e209131cea657a1 | | GPT-4 | 46 | Not recorded | 68fa75111e209131cea657a1 | | GPT-3.5 | 40 | Not recorded | 68fa75111e209131cea657a1 | | GPT-4 | 39 | Not recorded | 68fa75111e209131cea657a1 | | GPT-3.5 | 36 | Not recorded | 68fa75111e209131cea657a1 | | GPT-3.5 | 31 | Not recorded | 68fa75111e209131cea657a1 | | Llama-3-8B | 31 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-13B | 31 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-7B | 29 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-70B | 29 | Not recorded | 68fa75111e209131cea657a1 | | Llama-3-70B | 29 | Not recorded | 68fa75111e209131cea657a1 | | Llama-3-8B | 28 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-13B | 28 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-13B | 28 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-70B | 27 | Not recorded | 68fa75111e209131cea657a1 | | Vicuna-7B | 27 | Not recorded | 68fa75111e209131cea657a1 | | Alpaca-7B | 27 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-7B | 27 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-7B | 26 | Not recorded | 68fa75111e209131cea657a1 | | Llama-3-70B | 26 | Not recorded | 68fa75111e209131cea657a1 | | Llama-3-8B | 26 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-7B | 25 | Not recorded | 68fa75111e209131cea657a1 | | Mistral-7B | 25 | Not recorded | 68fa75111e209131cea657a1 | | Llama-3-8B | 24 | Not recorded | 68fa75111e209131cea657a1 | | Alpaca-7B | 23 | Not recorded | 68fa75111e209131cea657a1 | | Vicuna-7B | 22 | Not recorded | 68fa75111e209131cea657a1 | | Llama-2-13B | 22 | Not recorded | 68fa75111e209131cea657a1 | | RelationPrompt | 21 | Not recorded | 68fa75111e209131cea657a1 | | Mistral-7B | 21 | Not recorded | 68fa75111e209131cea657a1 | | PRGC | 13 | Not recorded | 68fa75111e209131cea657a1 | ### UrbanKGent-13B GPT Accuracy: 53. Result ID: 69938b8a3a6c31484916bda0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Agent"}. This record does not assert independent reproduction. ### UrbanKGent-7B GPT Accuracy: 49. Result ID: 69938b8a3a6c31484916bd9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Agent"}. This record does not assert independent reproduction. ### UrbanKGent-8B GPT Accuracy: 49. Result ID: 69938b8a3a6c31484916bd9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Agent"}. This record does not assert independent reproduction. ### GPT-4 GPT Accuracy: 46. Result ID: 69938b8a3a6c31484916bd9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### GPT-3.5 GPT Accuracy: 40. Result ID: 69938b8a3a6c31484916bd9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### GPT-4 GPT Accuracy: 39. Result ID: 69938b8a3a6c31484916bd8c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### GPT-3.5 GPT Accuracy: 36. Result ID: 69938b8a3a6c31484916bd90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"In-context Learning"}. This record does not assert independent reproduction. ### GPT-3.5 GPT Accuracy: 31. Result ID: 69938b8a3a6c31484916bd8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### Llama-3-8B GPT Accuracy: 31. Result ID: 69938b8a3a6c31484916bd92. [Reporting paper]() Recorded evaluation configuration: {"Type":"Vanilla Fine-tuning"}. This record does not assert independent reproduction. ### Llama-2-13B GPT Accuracy: 31. Result ID: 69938b8a3a6c31484916bd93. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Vanilla Fine-tuning"}. This record does not assert independent reproduction. ### Llama-2-7B GPT Accuracy: 29. Result ID: 69938b8a3a6c31484916bd91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Vanilla Fine-tuning"}. This record does not assert independent reproduction. ### Llama-2-70B GPT Accuracy: 29. Result ID: 69938b8a3a6c31484916bd9a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### Llama-3-70B GPT Accuracy: 29. Result ID: 69938b8a3a6c31484916bd9b. [Reporting paper]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### Llama-3-8B GPT Accuracy: 28. Result ID: 69938b8a3a6c31484916bd8e. [Reporting paper]() Recorded evaluation configuration: {"Type":"In-context Learning"}. This record does not assert independent reproduction. ### Llama-2-13B GPT Accuracy: 28. Result ID: 69938b8a3a6c31484916bd8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"In-context Learning"}. This record does not assert independent reproduction. ### Llama-2-13B GPT Accuracy: 28. Result ID: 69938b8a3a6c31484916bd99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### Llama-2-70B GPT Accuracy: 27. Result ID: 69938b8a3a6c31484916bd89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### Vicuna-7B GPT Accuracy: 27. Result ID: 69938b8a3a6c31484916bd94. [Reporting paper]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### Alpaca-7B GPT Accuracy: 27. Result ID: 69938b8a3a6c31484916bd95. [Reporting paper]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### Llama-2-7B GPT Accuracy: 27. Result ID: 69938b8a3a6c31484916bd97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### Llama-2-7B GPT Accuracy: 26. Result ID: 69938b8a3a6c31484916bd86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### Llama-3-70B GPT Accuracy: 26. Result ID: 69938b8a3a6c31484916bd8a. [Reporting paper]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### Llama-3-8B GPT Accuracy: 26. Result ID: 69938b8a3a6c31484916bd98. [Reporting paper]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### Llama-2-7B GPT Accuracy: 25. Result ID: 69938b8a3a6c31484916bd8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"In-context Learning"}. This record does not assert independent reproduction. ### Mistral-7B GPT Accuracy: 25. Result ID: 69938b8a3a6c31484916bd96. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"UrbanKGent Inference"}. This record does not assert independent reproduction. ### Llama-3-8B GPT Accuracy: 24. Result ID: 69938b8a3a6c31484916bd87. [Reporting paper]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### Alpaca-7B GPT Accuracy: 23. Result ID: 69938b8a3a6c31484916bd84. [Reporting paper]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### Vicuna-7B GPT Accuracy: 22. Result ID: 69938b8a3a6c31484916bd83. [Reporting paper]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### Llama-2-13B GPT Accuracy: 22. Result ID: 69938b8a3a6c31484916bd88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### RelationPrompt GPT Accuracy: 21. Result ID: 69938b8a3a6c31484916bd81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"End-to-end Models"}. This record does not assert independent reproduction. ### Mistral-7B GPT Accuracy: 21. Result ID: 69938b8a3a6c31484916bd85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot Reasoning"}. This record does not assert independent reproduction. ### PRGC GPT Accuracy: 13. Result ID: 69938b8a3a6c31484916bd82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"End-to-end Models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.