# Tuple Matching on CovidKG

Source: [Tuple Matching on CovidKG](<https://www.sota2.com/research/sota/tuple-matching-on-covidkg>)

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

Data updated: 2026-03-06T07:49:48.147Z

Evaluation of Tuple Matching performance on the CovidKG dataset, typically measured using metrics like Recall@10, MAP@10, and MRR@10.

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 | Tuple Matching |
| Dataset (including any stated split) | CovidKG |
| Metric | Recall@10 |
| 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

- [Recall@10](<https://www.sota2.com/research/sota/tuple-matching-on-covidkg.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

- [MAP@10](<https://www.sota2.com/research/sota/tuple-matching-on-covidkg.md?metric=MAP%4010>): Higher is better; unit: PERCENT.

- [MRR@10](<https://www.sota2.com/research/sota/tuple-matching-on-covidkg.md?metric=MRR%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@10 | Result date | Report paper |
| --- | --- | --- | --- |
| CONE | 80 | Not recorded | 69aa5f682d603e6de3e41742 |
| KaLM | 75 | Not recorded | 69aa5f682d603e6de3e41742 |
| Qwen3 | 74.5 | Not recorded | 69aa5f682d603e6de3e41742 |
| Stella | 74.2 | Not recorded | 69aa5f682d603e6de3e41742 |
| BGE-M3 | 74 | Not recorded | 69aa5f682d603e6de3e41742 |
| NC-BERT | 73.5 | Not recorded | 69aa5f682d603e6de3e41742 |
| TAPAS | 70 | Not recorded | 69aa5f682d603e6de3e41742 |
| Magneto | 70 | Not recorded | 69aa5f682d603e6de3e41742 |
| CARTE | 70 | Not recorded | 69aa5f682d603e6de3e41742 |
| NumNet | 66.7 | Not recorded | 69aa5f682d603e6de3e41742 |

### CONE

Recall@10: 80. Result ID: 69aa871b6dbb7075b9540b28.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### KaLM

Recall@10: 75. Result ID: 69aa871b6dbb7075b9540b27.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76991e209131cea6e0c7.md>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### Qwen3

Recall@10: 74.5. Result ID: 69aa871b6dbb7075b9540b26.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79601e209131cea7d516.md>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### Stella

Recall@10: 74.2. Result ID: 69aa871b6dbb7075b9540b25.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76aa1e209131cea6e49b.md>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### BGE-M3

Recall@10: 74. Result ID: 69aa871b6dbb7075b9540b24.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d91e209131cea5e7ab.md>)

[Implementation](<https://github.com/FlagOpen/FlagEmbedding>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### NC-BERT

Recall@10: 73.5. Result ID: 69aa871b6dbb7075b9540b21.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### TAPAS

Recall@10: 70. Result ID: 69aa871b6dbb7075b9540b1f.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea333e0.md>)

[Implementation](<https://github.com/google-research/tapas>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### Magneto

Recall@10: 70. Result ID: 69aa871b6dbb7075b9540b22.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfbf.md>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### CARTE

Recall@10: 70. Result ID: 69aa871b6dbb7075b9540b23.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73621e209131cea5c125.md>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

### NumNet

Recall@10: 66.7. Result ID: 69aa871b6dbb7075b9540b20.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f682d603e6de3e41742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667d1e209131cea1089a.md>)

[Implementation](<https://github.com/ranqiu92/NumNet>)

Recorded evaluation configuration: {"Task":"TM"}. This record does not assert independent reproduction.

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