# Open-Book Question Answering on NQ-Open Open-Book (Exact Match)

Source: [Open-Book Question Answering on NQ-Open Open-Book (Exact Match)](<https://www.sota2.com/research/sota/open-book-question-answering-on-nq-open-open-book-exact-match>)

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

Data updated: 2026-06-04T07:28:39.862Z

Evaluation of model performance on the NQ-Open Open-Book dataset for Open-Book Question Answering, measured using Exact Match.

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 | Open-Book Question Answering |
| Dataset (including any stated split) | NQ-Open Open-Book |
| Metric | Exact Match |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Exact Match](<https://www.sota2.com/research/sota/open-book-question-answering-on-nq-open-open-book-exact-match.md?metric=Exact%20Match>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Exact Match | Result date | Report paper |
| --- | --- | --- | --- |
| DCO | 79.51 | Not recorded | 6a210686c10484bac23f010c |
| DCO | 74.95 | Not recorded | 6a210686c10484bac23f010c |
| DeCoRe (static) | 72.51 | Not recorded | 6a210686c10484bac23f010c |
| ITI | 71.9 | Not recorded | 6a210686c10484bac23f010c |
| CAD | 71.83 | Not recorded | 6a210686c10484bac23f010c |
| AD | 71.15 | Not recorded | 6a210686c10484bac23f010c |
| Greedy | 71.07 | Not recorded | 6a210686c10484bac23f010c |
| DoLa (low) | 71.07 | Not recorded | 6a210686c10484bac23f010c |
| DeCoRe (static) | 70.62 | Not recorded | 6a210686c10484bac23f010c |
| DoLa (high) | 70.4 | Not recorded | 6a210686c10484bac23f010c |
| CAD | 69.83 | Not recorded | 6a210686c10484bac23f010c |
| Greedy | 69.68 | Not recorded | 6a210686c10484bac23f010c |
| DoLa (low) | 69.68 | Not recorded | 6a210686c10484bac23f010c |
| DoLa (high) | 69.49 | Not recorded | 6a210686c10484bac23f010c |
| AD | 68.93 | Not recorded | 6a210686c10484bac23f010c |
| CD | 65.8 | Not recorded | 6a210686c10484bac23f010c |
| ITI | 56.16 | Not recorded | 6a210686c10484bac23f010c |

### DCO

Exact Match: 79.51. Result ID: 6a212925fbc373592c1c5165.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### DCO

Exact Match: 74.95. Result ID: 6a212925fbc373592c1c515c.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

Recorded evaluation configuration: {"Model":"Llama-3-8B"}. This record does not assert independent reproduction.

### DeCoRe (static)

Exact Match: 72.51. Result ID: 6a212925fbc373592c1c5164.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755d1e209131cea67872.md>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### ITI

Exact Match: 71.9. Result ID: 6a212925fbc373592c1c515e.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e31e209131cea5eb16.md>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### CAD

Exact Match: 71.83. Result ID: 6a212925fbc373592c1c5160.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f6e1e209131cea45813.md>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### AD

Exact Match: 71.15. Result ID: 6a212925fbc373592c1c5163.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2d1e209131cea44446.md>)

[Implementation](<https://github.com/IBM/auto-contrastive-generation>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### Greedy

Exact Match: 71.07. Result ID: 6a212925fbc373592c1c515d.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### DoLa (low)

Exact Match: 71.07. Result ID: 6a212925fbc373592c1c5161.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea56577.md>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### DeCoRe (static)

Exact Match: 70.62. Result ID: 6a212925fbc373592c1c515b.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755d1e209131cea67872.md>)

Recorded evaluation configuration: {"Model":"Llama-3-8B"}. This record does not assert independent reproduction.

### DoLa (high)

Exact Match: 70.4. Result ID: 6a212925fbc373592c1c5162.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea56577.md>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### CAD

Exact Match: 69.83. Result ID: 6a212925fbc373592c1c5157.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f6e1e209131cea45813.md>)

Recorded evaluation configuration: {"Model":"Llama-3-8B"}. This record does not assert independent reproduction.

### Greedy

Exact Match: 69.68. Result ID: 6a212925fbc373592c1c5155.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

Recorded evaluation configuration: {"Model":"Llama-3-8B"}. This record does not assert independent reproduction.

### DoLa (low)

Exact Match: 69.68. Result ID: 6a212925fbc373592c1c5158.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea56577.md>)

Recorded evaluation configuration: {"Model":"Llama-3-8B"}. This record does not assert independent reproduction.

### DoLa (high)

Exact Match: 69.49. Result ID: 6a212925fbc373592c1c5159.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea56577.md>)

Recorded evaluation configuration: {"Model":"Llama-3-8B"}. This record does not assert independent reproduction.

### AD

Exact Match: 68.93. Result ID: 6a212925fbc373592c1c515a.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2d1e209131cea44446.md>)

[Implementation](<https://github.com/IBM/auto-contrastive-generation>)

Recorded evaluation configuration: {"Model":"Llama-3-8B"}. This record does not assert independent reproduction.

### CD

Exact Match: 65.8. Result ID: 6a212925fbc373592c1c515f.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70091e209131cea48c24.md>)

[Implementation](<https://github.com/XiangLi1999/ContrastiveDecoding>)

Recorded evaluation configuration: {"Model":"Llama-3-70B"}. This record does not assert independent reproduction.

### ITI

Exact Match: 56.16. Result ID: 6a212925fbc373592c1c5156.

[Reporting paper](<https://www.sota2.com/research/paper/6a210686c10484bac23f010c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e31e209131cea5eb16.md>)

Recorded evaluation configuration: {"Model":"Llama-3-8B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
