# Biomedical Evidence Synthesis on COCHRANEFOREST (test) Source: [Biomedical Evidence Synthesis on COCHRANEFOREST (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:27.581Z Evaluation of model performance on the test split of the COCHRANEFOREST dataset for Biomedical Evidence Synthesis, measured using standard classification metrics like F1, Precision, Recall, and 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 | Biomedical Evidence Synthesis | | Dataset (including any stated split) | COCHRANEFOREST (test) | | Metric | F1 Score | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | URCA | 67.3 | Not recorded | 68fa78e41e209131cea7b089 | | URCA | 66.1 | Not recorded | 68fa78e41e209131cea7b089 | | URCA | 65.7 | Not recorded | 68fa78e41e209131cea7b089 | | GraphRAG | 65.6 | Not recorded | 68fa78e41e209131cea7b089 | | GraphRAG | 64.9 | Not recorded | 68fa78e41e209131cea7b089 | | GraphRAG | 63.8 | Not recorded | 68fa78e41e209131cea7b089 | | RAG + Uniform Retrieval | 63.4 | Not recorded | 68fa78e41e209131cea7b089 | | RAG + Uniform Retrieval | 63.3 | Not recorded | 68fa78e41e209131cea7b089 | | Abstracts | 62.6 | Not recorded | 68fa78e41e209131cea7b089 | | InstructRAG | 62.6 | Not recorded | 68fa78e41e209131cea7b089 | | URCA | 62.4 | Not recorded | 68fa78e41e209131cea7b089 | | RAG | 62.1 | Not recorded | 68fa78e41e209131cea7b089 | | RAG + Uniform Retrieval | 62 | Not recorded | 68fa78e41e209131cea7b089 | | RAG + Uniform Retrieval | 61.8 | Not recorded | 68fa78e41e209131cea7b089 | | RAPTOR | 61.7 | Not recorded | 68fa78e41e209131cea7b089 | | RAG | 61.6 | Not recorded | 68fa78e41e209131cea7b089 | | InstructRAG | 61.6 | Not recorded | 68fa78e41e209131cea7b089 | | Abstracts | 61 | Not recorded | 68fa78e41e209131cea7b089 | | RAG | 60.9 | Not recorded | 68fa78e41e209131cea7b089 | | InstructRAG | 60.9 | Not recorded | 68fa78e41e209131cea7b089 | | Abstracts | 60.7 | Not recorded | 68fa78e41e209131cea7b089 | | RAPTOR | 60.6 | Not recorded | 68fa78e41e209131cea7b089 | | RAPTOR | 60.1 | Not recorded | 68fa78e41e209131cea7b089 | | RAG | 59.1 | Not recorded | 68fa78e41e209131cea7b089 | | InstructRAG | 57.4 | Not recorded | 68fa78e41e209131cea7b089 | | GraphRAG | 56.6 | Not recorded | 68fa78e41e209131cea7b089 | | Abstracts | 56 | Not recorded | 68fa78e41e209131cea7b089 | | RAPTOR | 53.6 | Not recorded | 68fa78e41e209131cea7b089 | | No RAG | 49.1 | Not recorded | 68fa78e41e209131cea7b089 | | No RAG | 47.5 | Not recorded | 68fa78e41e209131cea7b089 | | No RAG | 46.1 | Not recorded | 68fa78e41e209131cea7b089 | | No RAG | 24.1 | Not recorded | 68fa78e41e209131cea7b089 | ### URCA F1 Score: 67.3. Result ID: 6995aba53badfaffe6aa3517. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Mistral-Large (2407), 128B"}. This record does not assert independent reproduction. ### URCA F1 Score: 66.1. Result ID: 6995aba53badfaffe6aa351f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LlaMa 3.1, 70B"}. This record does not assert independent reproduction. ### URCA F1 Score: 65.7. Result ID: 6995aba53badfaffe6aa3527. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4 (0613)"}. This record does not assert independent reproduction. ### GraphRAG F1 Score: 65.6. Result ID: 6995aba53badfaffe6aa351e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LlaMa 3.1, 70B"}. This record does not assert independent reproduction. ### GraphRAG F1 Score: 64.9. Result ID: 6995aba53badfaffe6aa3516. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Mistral-Large (2407), 128B"}. This record does not assert independent reproduction. ### GraphRAG F1 Score: 63.8. Result ID: 6995aba53badfaffe6aa3526. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4 (0613)"}. This record does not assert independent reproduction. ### RAG + Uniform Retrieval F1 Score: 63.4. Result ID: 6995aba53badfaffe6aa351b. [Reporting paper]() Recorded evaluation configuration: {"LLM":"LlaMa 3.1, 70B"}. This record does not assert independent reproduction. ### RAG + Uniform Retrieval F1 Score: 63.3. Result ID: 6995aba53badfaffe6aa3513. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Mistral-Large (2407), 128B"}. This record does not assert independent reproduction. ### Abstracts F1 Score: 62.6. Result ID: 6995aba53badfaffe6aa3511. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Mistral-Large (2407), 128B"}. This record does not assert independent reproduction. ### InstructRAG F1 Score: 62.6. Result ID: 6995aba53badfaffe6aa3515. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Mistral-Large (2407), 128B"}. This record does not assert independent reproduction. ### URCA F1 Score: 62.4. Result ID: 6995aba53badfaffe6aa352f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-3.5-Turbo (0613)"}. This record does not assert independent reproduction. ### RAG F1 Score: 62.1. Result ID: 6995aba53badfaffe6aa351a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"LlaMa 3.1, 70B"}. This record does not assert independent reproduction. ### RAG + Uniform Retrieval F1 Score: 62. Result ID: 6995aba53badfaffe6aa3523. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-4 (0613)"}. This record does not assert independent reproduction. ### RAG + Uniform Retrieval F1 Score: 61.8. Result ID: 6995aba53badfaffe6aa352b. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-3.5-Turbo (0613)"}. This record does not assert independent reproduction. ### RAPTOR F1 Score: 61.7. Result ID: 6995aba53badfaffe6aa3514. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Mistral-Large (2407), 128B"}. This record does not assert independent reproduction. ### RAG F1 Score: 61.6. Result ID: 6995aba53badfaffe6aa3522. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT-4 (0613)"}. This record does not assert independent reproduction. ### InstructRAG F1 Score: 61.6. Result ID: 6995aba53badfaffe6aa3525. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4 (0613)"}. This record does not assert independent reproduction. ### Abstracts F1 Score: 61. Result ID: 6995aba53badfaffe6aa3521. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-4 (0613)"}. This record does not assert independent reproduction. ### RAG F1 Score: 60.9. Result ID: 6995aba53badfaffe6aa3512. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"Mistral-Large (2407), 128B"}. This record does not assert independent reproduction. ### InstructRAG F1 Score: 60.9. Result ID: 6995aba53badfaffe6aa351d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LlaMa 3.1, 70B"}. This record does not assert independent reproduction. ### Abstracts F1 Score: 60.7. Result ID: 6995aba53badfaffe6aa3519. [Reporting paper]() Recorded evaluation configuration: {"LLM":"LlaMa 3.1, 70B"}. This record does not assert independent reproduction. ### RAPTOR F1 Score: 60.6. Result ID: 6995aba53badfaffe6aa351c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"LlaMa 3.1, 70B"}. This record does not assert independent reproduction. ### RAPTOR F1 Score: 60.1. Result ID: 6995aba53badfaffe6aa3524. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-4 (0613)"}. This record does not assert independent reproduction. ### RAG F1 Score: 59.1. Result ID: 6995aba53badfaffe6aa352a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"GPT-3.5-Turbo (0613)"}. This record does not assert independent reproduction. ### InstructRAG F1 Score: 57.4. Result ID: 6995aba53badfaffe6aa352d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-3.5-Turbo (0613)"}. This record does not assert independent reproduction. ### GraphRAG F1 Score: 56.6. Result ID: 6995aba53badfaffe6aa352e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-3.5-Turbo (0613)"}. This record does not assert independent reproduction. ### Abstracts F1 Score: 56. Result ID: 6995aba53badfaffe6aa3529. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-3.5-Turbo (0613)"}. This record does not assert independent reproduction. ### RAPTOR F1 Score: 53.6. Result ID: 6995aba53badfaffe6aa352c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"GPT-3.5-Turbo (0613)"}. This record does not assert independent reproduction. ### No RAG F1 Score: 49.1. Result ID: 6995aba53badfaffe6aa3518. [Reporting paper]() Recorded evaluation configuration: {"LLM":"LlaMa 3.1, 70B"}. This record does not assert independent reproduction. ### No RAG F1 Score: 47.5. Result ID: 6995aba53badfaffe6aa3520. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-4 (0613)"}. This record does not assert independent reproduction. ### No RAG F1 Score: 46.1. Result ID: 6995aba53badfaffe6aa3510. [Reporting paper]() Recorded evaluation configuration: {"LLM":"Mistral-Large (2407), 128B"}. This record does not assert independent reproduction. ### No RAG F1 Score: 24.1. Result ID: 6995aba53badfaffe6aa3528. [Reporting paper]() Recorded evaluation configuration: {"LLM":"GPT-3.5-Turbo (0613)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.