# Document Reranking on FEVER Source: [Document Reranking on FEVER]() Collection index: [llms.txt]() Data updated: 2026-06-17T07:00:37.806Z Evaluation of Document Reranking performance on the FEVER dataset, measured using NDCG@5 and percentage change (Δ%). 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 | Document Reranking | | Dataset (including any stated split) | FEVER | | Metric | NDCG@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [NDCG@5](): Higher is better; unit: PERCENT. - [Percentage Change (Δ%)](): Higher is better; unit: PERCENT. - [Recall@5](): Higher is better; unit: PERCENT. - [F1@τ](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@5 | Result date | Report paper | | --- | --- | --- | --- | | MonoT5-3B | 100 | Not recorded | 6a322a3ad33dfb23e783ec6d | | Qwen3-Reranker-8B | 100 | Not recorded | 6a322a3ad33dfb23e783ec6d | | MonoT5-base | 99.9 | Not recorded | 6a322a3ad33dfb23e783ec6d | | LLM2Vec-Gen | 99.7 | Not recorded | 6a322a3ad33dfb23e783ec6d | | RSRank | 99.2 | Not recorded | 6a322a3ad33dfb23e783ec6d | | RankT5 | 81.556 | Not recorded | 69fc1cac5497b3b670c88615 | | RankT5 + CAR | 81.556 | Not recorded | 69fc1cac5497b3b670c88615 | | Cross-Encoder | 78.457 | Not recorded | 69fc1cac5497b3b670c88615 | | Cross-Encoder + CAR | 78.457 | Not recorded | 69fc1cac5497b3b670c88615 | | ColBERT | 76.169 | Not recorded | 69fc1cac5497b3b670c88615 | | ColBERT + CAR | 76.169 | Not recorded | 69fc1cac5497b3b670c88615 | | RankGPT | 74.268 | Not recorded | 69fc1cac5497b3b670c88615 | | RankGPT + CAR | 74.268 | Not recorded | 69fc1cac5497b3b670c88615 | | Contriever | 74.253 | Not recorded | 69fc1cac5497b3b670c88615 | | Contriever + CAR | 74.253 | Not recorded | 69fc1cac5497b3b670c88615 | | QLM + CAR | 57.82 | Not recorded | 69fc1cac5497b3b670c88615 | | QLM | 55.687 | Not recorded | 69fc1cac5497b3b670c88615 | | YesNo + CAR | 41.326 | Not recorded | 69fc1cac5497b3b670c88615 | | YesNo | 25.462 | Not recorded | 69fc1cac5497b3b670c88615 | ### MonoT5-3B NDCG@5: 100. Result ID: 6a3245fdfbc373592c2f3eac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Threshold (τ)":"0.5"}. This record does not assert independent reproduction. ### Qwen3-Reranker-8B NDCG@5: 100. Result ID: 6a3245fdfbc373592c2f3eae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Threshold (τ)":"0.5"}. This record does not assert independent reproduction. ### MonoT5-base NDCG@5: 99.9. Result ID: 6a3245fdfbc373592c2f3eab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"0.2B","Threshold (τ)":"0.5"}. This record does not assert independent reproduction. ### LLM2Vec-Gen NDCG@5: 99.7. Result ID: 6a3245fdfbc373592c2f3ead. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B","Threshold (τ)":"0"}. This record does not assert independent reproduction. ### RSRank NDCG@5: 99.2. Result ID: 6a3245fdfbc373592c2f3eaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Threshold (τ)":"0"}. This record does not assert independent reproduction. ### RankT5 NDCG@5: 81.556. Result ID: 69fc4cf947f34ce924deff50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Contriever","Category":"Supervised Neural Reranker"}. This record does not assert independent reproduction. ### RankT5 + CAR NDCG@5: 81.556. Result ID: 69fc4cf947f34ce924deff51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Contriever","Category":"Supervised Neural Reranker","Confidence-Aware Reranking":"Enabled"}. This record does not assert independent reproduction. ### Cross-Encoder NDCG@5: 78.457. Result ID: 69fc4cf947f34ce924deff4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Contriever","Category":"Supervised Neural Reranker"}. This record does not assert independent reproduction. ### Cross-Encoder + CAR NDCG@5: 78.457. Result ID: 69fc4cf947f34ce924deff4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Contriever","Category":"Supervised Neural Reranker","Confidence-Aware Reranking":"Enabled"}. This record does not assert independent reproduction. ### ColBERT NDCG@5: 76.169. Result ID: 69fc4cf947f34ce924deff4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Contriever","Category":"Supervised Neural Reranker"}. This record does not assert independent reproduction. ### ColBERT + CAR NDCG@5: 76.169. Result ID: 69fc4cf947f34ce924deff4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Contriever","Category":"Supervised Neural Reranker","Confidence-Aware Reranking":"Enabled"}. This record does not assert independent reproduction. ### RankGPT NDCG@5: 74.268. Result ID: 69fc4cf947f34ce924deff4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-Instruct","Retriever":"Contriever","Category":"LLM-based Reranker"}. This record does not assert independent reproduction. ### RankGPT + CAR NDCG@5: 74.268. Result ID: 69fc4cf947f34ce924deff4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-Instruct","Retriever":"Contriever","Category":"LLM-based Reranker","Confidence-Aware Reranking":"Enabled"}. This record does not assert independent reproduction. ### Contriever NDCG@5: 74.253. Result ID: 69fc4cf947f34ce924deff44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retriever":"Contriever","Category":"Retriever Only"}. This record does not assert independent reproduction. ### Contriever + CAR NDCG@5: 74.253. Result ID: 69fc4cf947f34ce924deff45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Contriever","Category":"Retriever Only","Confidence-Aware Reranking":"Enabled"}. This record does not assert independent reproduction. ### QLM + CAR NDCG@5: 57.82. Result ID: 69fc4cf947f34ce924deff49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-Instruct","Retriever":"Contriever","Category":"LLM-based Reranker","Confidence-Aware Reranking":"Enabled"}. This record does not assert independent reproduction. ### QLM NDCG@5: 55.687. Result ID: 69fc4cf947f34ce924deff48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-Instruct","Retriever":"Contriever","Category":"LLM-based Reranker"}. This record does not assert independent reproduction. ### YesNo + CAR NDCG@5: 41.326. Result ID: 69fc4cf947f34ce924deff47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-Instruct","Retriever":"Contriever","Category":"LLM-based Reranker","Confidence-Aware Reranking":"Enabled"}. This record does not assert independent reproduction. ### YesNo NDCG@5: 25.462. Result ID: 69fc4cf947f34ce924deff46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-Instruct","Retriever":"Contriever","Category":"LLM-based Reranker"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.