# Long-context language evaluation on LongBench v1 (test) Source: [Long-context language evaluation on LongBench v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-12T09:25:43.217Z Evaluation of model performance on the LongBench v1 test set, focusing on long-context language capabilities across various sub-tasks including QA, summarization, and retrieval, reporting specific metrics like NrtQA, Qasper, and the overall average. 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 | Long-context language evaluation | | Dataset (including any stated split) | LongBench v1 (test) | | Metric | NrtQA Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [NrtQA Score](): Higher is better; unit: SCALAR. - [Qasper Score](): Higher is better; unit: SCALAR. - [MF-en Score](): Higher is better; unit: SCALAR. - [HotpotQA Score](): Higher is better; unit: SCALAR. - [2WikiMQA Score](): Higher is better; unit: SCALAR. - [Musique Score](): Higher is better; unit: SCALAR. - [GovReport Score](): Higher is better; unit: SCALAR. - [QMSum Score](): Higher is better; unit: SCALAR. - [MultiNews Score](): Higher is better; unit: SCALAR. - [TREC Score](): Higher is better; unit: SCALAR. - [TriviaQA Score](): Higher is better; unit: SCALAR. - [SAMSum Score](): Higher is better; unit: SCALAR. - [PCount Score](): Higher is better; unit: SCALAR. - [Pre Score](): Higher is better; unit: SCALAR. - [Lcc Score](): Higher is better; unit: SCALAR. - [RB-P Score](): Higher is better; unit: SCALAR. - [Average Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | NrtQA Score | Result date | Report paper | | --- | --- | --- | --- | | LOOKAHEADKV | 19.6 | Not recorded | 69b2488fd030084c22e2f8ea | | PyramidKV | 19.52 | Not recorded | 69b2488fd030084c22e2f8ea | | LOOKAHEADKV | 19.46 | Not recorded | 69b2488fd030084c22e2f8ea | | SnapKV | 19.44 | Not recorded | 69b2488fd030084c22e2f8ea | | SnapKV | 19.32 | Not recorded | 69b2488fd030084c22e2f8ea | | LOOKAHEADKV | 19.2 | Not recorded | 69b2488fd030084c22e2f8ea | | LOOKAHEADKV | 19.12 | Not recorded | 69b2488fd030084c22e2f8ea | | LOOKAHEADKV | 19.08 | Not recorded | 69b2488fd030084c22e2f8ea | | LOOKAHEADKV | 19.04 | Not recorded | 69b2488fd030084c22e2f8ea | | FullKV | 18.94 | Not recorded | 69b2488fd030084c22e2f8ea | | PyramidKV | 18.76 | Not recorded | 69b2488fd030084c22e2f8ea | | LAQ | 18.74 | Not recorded | 69b2488fd030084c22e2f8ea | | SnapKV | 18.68 | Not recorded | 69b2488fd030084c22e2f8ea | | LAQ | 18.38 | Not recorded | 69b2488fd030084c22e2f8ea | | PyramidKV | 17.95 | Not recorded | 69b2488fd030084c22e2f8ea | | SnapKV | 17.52 | Not recorded | 69b2488fd030084c22e2f8ea | | PyramidKV | 17.07 | Not recorded | 69b2488fd030084c22e2f8ea | | LAQ | 16.99 | Not recorded | 69b2488fd030084c22e2f8ea | | LAQ | 16.76 | Not recorded | 69b2488fd030084c22e2f8ea | | LAQ | 16.64 | Not recorded | 69b2488fd030084c22e2f8ea | | LAQ | 16.42 | Not recorded | 69b2488fd030084c22e2f8ea | | StreamingLLM | 16.32 | Not recorded | 69b2488fd030084c22e2f8ea | | SnapKV | 15.94 | Not recorded | 69b2488fd030084c22e2f8ea | | StreamingLLM | 15.32 | Not recorded | 69b2488fd030084c22e2f8ea | | PyramidKV | 14.13 | Not recorded | 69b2488fd030084c22e2f8ea | | StreamingLLM | 13.92 | Not recorded | 69b2488fd030084c22e2f8ea | | StreamingLLM | 13.58 | Not recorded | 69b2488fd030084c22e2f8ea | | StreamingLLM | 13.41 | Not recorded | 69b2488fd030084c22e2f8ea | | PyramidKV | 13.2 | Not recorded | 69b2488fd030084c22e2f8ea | | SnapKV | 13.01 | Not recorded | 69b2488fd030084c22e2f8ea | | StreamingLLM | 12.25 | Not recorded | 69b2488fd030084c22e2f8ea | ### LOOKAHEADKV NrtQA Score: 19.6. Result ID: 69b2867a6dbb7075b95d7654. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"256"}. This record does not assert independent reproduction. ### PyramidKV NrtQA Score: 19.52. Result ID: 69b2867a6dbb7075b95d7661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"2048"}. This record does not assert independent reproduction. ### LOOKAHEADKV NrtQA Score: 19.46. Result ID: 69b2867a6dbb7075b95d764f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"128"}. This record does not assert independent reproduction. ### SnapKV NrtQA Score: 19.44. Result ID: 69b2867a6dbb7075b95d7660. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"2048"}. This record does not assert independent reproduction. ### SnapKV NrtQA Score: 19.32. Result ID: 69b2867a6dbb7075b95d7656. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"512"}. This record does not assert independent reproduction. ### LOOKAHEADKV NrtQA Score: 19.2. Result ID: 69b2867a6dbb7075b95d765e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"1024"}. This record does not assert independent reproduction. ### LOOKAHEADKV NrtQA Score: 19.12. Result ID: 69b2867a6dbb7075b95d764a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"64"}. This record does not assert independent reproduction. ### LOOKAHEADKV NrtQA Score: 19.08. Result ID: 69b2867a6dbb7075b95d7663. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"2048"}. This record does not assert independent reproduction. ### LOOKAHEADKV NrtQA Score: 19.04. Result ID: 69b2867a6dbb7075b95d7659. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"512"}. This record does not assert independent reproduction. ### FullKV NrtQA Score: 18.94. Result ID: 69b2867a6dbb7075b95d7645. [Reporting paper]() Recorded evaluation configuration: {"KV Cache Size":"Full"}. This record does not assert independent reproduction. ### PyramidKV NrtQA Score: 18.76. Result ID: 69b2867a6dbb7075b95d765c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"1024"}. This record does not assert independent reproduction. ### LAQ NrtQA Score: 18.74. Result ID: 69b2867a6dbb7075b95d7653. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"256"}. This record does not assert independent reproduction. ### SnapKV NrtQA Score: 18.68. Result ID: 69b2867a6dbb7075b95d765b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"1024"}. This record does not assert independent reproduction. ### LAQ NrtQA Score: 18.38. Result ID: 69b2867a6dbb7075b95d764e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"128"}. This record does not assert independent reproduction. ### PyramidKV NrtQA Score: 17.95. Result ID: 69b2867a6dbb7075b95d7657. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"512"}. This record does not assert independent reproduction. ### SnapKV NrtQA Score: 17.52. Result ID: 69b2867a6dbb7075b95d7651. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"256"}. This record does not assert independent reproduction. ### PyramidKV NrtQA Score: 17.07. Result ID: 69b2867a6dbb7075b95d7652. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"256"}. This record does not assert independent reproduction. ### LAQ NrtQA Score: 16.99. Result ID: 69b2867a6dbb7075b95d7658. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"512"}. This record does not assert independent reproduction. ### LAQ NrtQA Score: 16.76. Result ID: 69b2867a6dbb7075b95d765d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"1024"}. This record does not assert independent reproduction. ### LAQ NrtQA Score: 16.64. Result ID: 69b2867a6dbb7075b95d7649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"64"}. This record does not assert independent reproduction. ### LAQ NrtQA Score: 16.42. Result ID: 69b2867a6dbb7075b95d7662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"2048"}. This record does not assert independent reproduction. ### StreamingLLM NrtQA Score: 16.32. Result ID: 69b2867a6dbb7075b95d765f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"2048"}. This record does not assert independent reproduction. ### SnapKV NrtQA Score: 15.94. Result ID: 69b2867a6dbb7075b95d764c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"128"}. This record does not assert independent reproduction. ### StreamingLLM NrtQA Score: 15.32. Result ID: 69b2867a6dbb7075b95d765a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"1024"}. This record does not assert independent reproduction. ### PyramidKV NrtQA Score: 14.13. Result ID: 69b2867a6dbb7075b95d764d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"128"}. This record does not assert independent reproduction. ### StreamingLLM NrtQA Score: 13.92. Result ID: 69b2867a6dbb7075b95d7655. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"512"}. This record does not assert independent reproduction. ### StreamingLLM NrtQA Score: 13.58. Result ID: 69b2867a6dbb7075b95d764b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"128"}. This record does not assert independent reproduction. ### StreamingLLM NrtQA Score: 13.41. Result ID: 69b2867a6dbb7075b95d7650. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"256"}. This record does not assert independent reproduction. ### PyramidKV NrtQA Score: 13.2. Result ID: 69b2867a6dbb7075b95d7648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"64"}. This record does not assert independent reproduction. ### SnapKV NrtQA Score: 13.01. Result ID: 69b2867a6dbb7075b95d7647. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"KV Cache Size":"64"}. This record does not assert independent reproduction. ### StreamingLLM NrtQA Score: 12.25. Result ID: 69b2867a6dbb7075b95d7646. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"KV Cache Size":"64"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.