# Entity Linking on MSNBC (OAC)

Source: [Entity Linking on MSNBC (OAC)](<https://www.sota2.com/research/sota/entity-linking-on-msnbc-oac>)

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

Data updated: 2026-02-26T05:54:02.569Z

Evaluation of Entity Linking performance on the MSNBC dataset, measured using the OAC metric.

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 Linking |
| Dataset (including any stated split) | MSNBC |
| Metric | OAC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [OAC](<https://www.sota2.com/research/sota/entity-linking-on-msnbc-oac.md?metric=OAC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | OAC | Result date | Report paper |
| --- | --- | --- | --- |
| CLINK-cross | 89.7 | Not recorded | 68fa6f7c1e209131cea45e9f |
| GENRE | 88.1 | Not recorded | 68fa6f7c1e209131cea45e9f |
| BLINK-cross | 82.02 | Not recorded | 68fa6f7c1e209131cea45e9f |
| CLINK-bi | 73.29 | Not recorded | 68fa6f7c1e209131cea45e9f |
| BLINK-bi | 70.86 | Not recorded | 68fa6f7c1e209131cea45e9f |

### CLINK-cross

OAC: 89.7. Result ID: 6990d8b53a6c31484903bdf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7c1e209131cea45e9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7c1e209131cea45e9f.md>)

[Implementation](<https://github.com/solitaryzero/NIL_EL>)

Recorded evaluation configuration: {"Architecture":"cross-encoder","Backbone":"BERT-large"}. This record does not assert independent reproduction.

### GENRE

OAC: 88.1. Result ID: 6990d8b53a6c31484903bdf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7c1e209131cea45e9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22b4b.md>)

[Implementation](<https://github.com/facebookresearch/GENRE>)

Recorded evaluation configuration: {"Architecture":"sequence-to-sequence","Backbone":"BART-large"}. This record does not assert independent reproduction.

### BLINK-cross

OAC: 82.02. Result ID: 6990d8b53a6c31484903bdf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7c1e209131cea45e9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68641e209131cea1bbab.md>)

Recorded evaluation configuration: {"Architecture":"cross-encoder","Backbone":"BERT-large"}. This record does not assert independent reproduction.

### CLINK-bi

OAC: 73.29. Result ID: 6990d8b53a6c31484903bdf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7c1e209131cea45e9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7c1e209131cea45e9f.md>)

[Implementation](<https://github.com/solitaryzero/NIL_EL>)

Recorded evaluation configuration: {"Architecture":"bi-encoder","Backbone":"BERT-large"}. This record does not assert independent reproduction.

### BLINK-bi

OAC: 70.86. Result ID: 6990d8b53a6c31484903bdef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7c1e209131cea45e9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68641e209131cea1bbab.md>)

Recorded evaluation configuration: {"Architecture":"bi-encoder","Backbone":"BERT-large"}. This record does not assert independent reproduction.

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