# Entity-Swap Question Answering on NQ-Swap

Source: [Entity-Swap Question Answering on NQ-Swap](<https://www.sota2.com/research/sota/entity-swap-question-answering-on-nq-swap>)

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

Data updated: 2026-06-04T07:28:39.890Z

Evaluation of Entity-Swap Question Answering performance on the NQ-Swap dataset, reporting Exact Match (EM).

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 | Entity-Swap Question Answering |
| Dataset (including any stated split) | NQ-Swap |
| Metric | Exact Match (EM) |
| 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 (EM)](<https://www.sota2.com/research/sota/entity-swap-question-answering-on-nq-swap.md?metric=Exact%20Match%20(EM)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Exact Match (EM) | Result date | Report paper |
| --- | --- | --- | --- |
| CAD | 84.7 | Not recorded | 6a210686c10484bac23f010c |
| DeCoRe (static) | 79.06 | Not recorded | 6a210686c10484bac23f010c |
| Greedy | 76.11 | Not recorded | 6a210686c10484bac23f010c |
| DoLa (low) | 75.98 | Not recorded | 6a210686c10484bac23f010c |
| DCO | 75.33 | Not recorded | 6a210686c10484bac23f010c |
| DoLa (high) | 75.26 | Not recorded | 6a210686c10484bac23f010c |
| ITI | 74.76 | Not recorded | 6a210686c10484bac23f010c |
| CAD | 74.21 | Not recorded | 6a210686c10484bac23f010c |
| AD | 74.02 | Not recorded | 6a210686c10484bac23f010c |
| CD | 68.37 | Not recorded | 6a210686c10484bac23f010c |
| DeCoRe (static) | 64.43 | Not recorded | 6a210686c10484bac23f010c |
| DCO | 62.96 | Not recorded | 6a210686c10484bac23f010c |
| DoLa (high) | 60.98 | Not recorded | 6a210686c10484bac23f010c |
| DoLa (low) | 60.77 | Not recorded | 6a210686c10484bac23f010c |
| Greedy | 60.62 | Not recorded | 6a210686c10484bac23f010c |
| AD | 60.51 | Not recorded | 6a210686c10484bac23f010c |
| ITI | 51.08 | Not recorded | 6a210686c10484bac23f010c |

### CAD

Exact Match (EM): 84.7. Result ID: 6a212925fbc373592c1c5171.

[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.

### DeCoRe (static)

Exact Match (EM): 79.06. Result ID: 6a212925fbc373592c1c5175.

[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.

### Greedy

Exact Match (EM): 76.11. Result ID: 6a212925fbc373592c1c516e.

[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 (EM): 75.98. Result ID: 6a212925fbc373592c1c5172.

[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.

### DCO

Exact Match (EM): 75.33. Result ID: 6a212925fbc373592c1c5176.

[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.

### DoLa (high)

Exact Match (EM): 75.26. Result ID: 6a212925fbc373592c1c5173.

[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.

### ITI

Exact Match (EM): 74.76. Result ID: 6a212925fbc373592c1c516f.

[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 (EM): 74.21. Result ID: 6a212925fbc373592c1c5168.

[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.

### AD

Exact Match (EM): 74.02. Result ID: 6a212925fbc373592c1c5174.

[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.

### CD

Exact Match (EM): 68.37. Result ID: 6a212925fbc373592c1c5170.

[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.

### DeCoRe (static)

Exact Match (EM): 64.43. Result ID: 6a212925fbc373592c1c516c.

[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.

### DCO

Exact Match (EM): 62.96. Result ID: 6a212925fbc373592c1c516d.

[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.

### DoLa (high)

Exact Match (EM): 60.98. Result ID: 6a212925fbc373592c1c516a.

[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 (low)

Exact Match (EM): 60.77. Result ID: 6a212925fbc373592c1c5169.

[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.

### Greedy

Exact Match (EM): 60.62. Result ID: 6a212925fbc373592c1c5166.

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

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

### AD

Exact Match (EM): 60.51. Result ID: 6a212925fbc373592c1c516b.

[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.

### ITI

Exact Match (EM): 51.08. Result ID: 6a212925fbc373592c1c5167.

[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.
