# Long-context Question Answering on Qasper (Extract/Abstract/Bool F1)

Source: [Long-context Question Answering on Qasper (Extract/Abstract/Bool F1)](<https://www.sota2.com/research/sota/long-context-question-answering-on-qasper-extract-abstract-bool-f1>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:42:38.563Z

Evaluation of model performance on the Qasper dataset for Long-context Question Answering, specifically reporting Extract F1, Abstract F1, and Bool F1 scores.

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 Question Answering |
| Dataset (including any stated split) | Qasper |
| Metric | Extract F1 |
| Unit | PERCENT |
| Direction | Higher 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

- [Extract F1](<https://www.sota2.com/research/sota/long-context-question-answering-on-qasper-extract-abstract-bool-f1.md?metric=Extract%20F1>): Higher is better; unit: PERCENT.

- [Abstract F1](<https://www.sota2.com/research/sota/long-context-question-answering-on-qasper-extract-abstract-bool-f1.md?metric=Abstract%20F1>): Higher is better; unit: PERCENT.

- [Bool F1](<https://www.sota2.com/research/sota/long-context-question-answering-on-qasper-extract-abstract-bool-f1.md?metric=Bool%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Extract F1 | Result date | Report paper |
| --- | --- | --- | --- |
| GLM-4.1V-9B-Thinking VERA | 54.57 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| GLM-4.1V-9B-Thinking ColPali RAG | 47.51 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| GLM-4.1V-9B-Thinking Random RAG | 46.92 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| GLM-4.1V-9B-Thinking Embedding RAG | 45.21 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| GLM-4.1V-9B-Thinking | 41.69 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| Qwen3-VL-8B-Instruct VERA | 39.29 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| Glyph | 39.26 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| Qwen3-VL-8B-Instruct | 25.54 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| Qwen3-VL-8B-Instruct OCR RAG | 25.15 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |
| Qwen3-VL-8B-Instruct Random RAG | 23.96 | Not recorded | 698d5e64c97a0b3e3b5e3c66 |

### GLM-4.1V-9B-Thinking VERA

Extract F1: 54.57. Result ID: 699723a25698665ec471f691.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

Recorded evaluation configuration: {"RAG Strategy":"Attention-Guided RAG"}. This record does not assert independent reproduction.

### GLM-4.1V-9B-Thinking ColPali RAG

Extract F1: 47.51. Result ID: 699723a25698665ec471f68e.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77261e209131cea7161f.md>)

Recorded evaluation configuration: {"RAG Strategy":"ColPali RAG"}. This record does not assert independent reproduction.

### GLM-4.1V-9B-Thinking Random RAG

Extract F1: 46.92. Result ID: 699723a25698665ec471f68c.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

Recorded evaluation configuration: {"RAG Strategy":"Random RAG"}. This record does not assert independent reproduction.

### GLM-4.1V-9B-Thinking Embedding RAG

Extract F1: 45.21. Result ID: 699723a25698665ec471f68d.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

Recorded evaluation configuration: {"RAG Strategy":"Embedding RAG"}. This record does not assert independent reproduction.

### GLM-4.1V-9B-Thinking

Extract F1: 41.69. Result ID: 699723a25698665ec471f68b.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aaf1e209131cea849ba.md>)

Recorded evaluation configuration: {"RAG Strategy":"Direct (None)"}. This record does not assert independent reproduction.

### Qwen3-VL-8B-Instruct VERA

Extract F1: 39.29. Result ID: 699723a25698665ec471f690.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

Recorded evaluation configuration: {"RAG Strategy":"Attention-Guided RAG"}. This record does not assert independent reproduction.

### Glyph

Extract F1: 39.26. Result ID: 699723a25698665ec471f68f.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c6a1e209131cea8df33.md>)

Recorded evaluation configuration: {"RAG Strategy":"Direct (None)"}. This record does not assert independent reproduction.

### Qwen3-VL-8B-Instruct

Extract F1: 25.54. Result ID: 699723a25698665ec471f688.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"RAG Strategy":"Direct (None)"}. This record does not assert independent reproduction.

### Qwen3-VL-8B-Instruct OCR RAG

Extract F1: 25.15. Result ID: 699723a25698665ec471f68a.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5f8.md>)

Recorded evaluation configuration: {"RAG Strategy":"OCR RAG"}. This record does not assert independent reproduction.

### Qwen3-VL-8B-Instruct Random RAG

Extract F1: 23.96. Result ID: 699723a25698665ec471f689.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e64c97a0b3e3b5e3c66.md>)

Recorded evaluation configuration: {"RAG Strategy":"Random RAG"}. This record does not assert independent reproduction.

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