# Reading Comprehension on Molweni Reading Comprehension All-possible Names (test)

Source: [Reading Comprehension on Molweni Reading Comprehension All-possible Names (test)](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test>)

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

Data updated: 2026-02-26T05:36:55.484Z

Evaluation of Reading Comprehension performance on the test split of the Molweni Reading Comprehension All-possible Names dataset, utilizing BLEU and RL-based metrics.

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 | Reading Comprehension |
| Dataset (including any stated split) | Molweni Reading Comprehension All-possible Names (test) |
| Metric | BLEU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [BLEU](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test.md?metric=BLEU>): Higher is better; unit: PERCENT.

- [BLEU (S)](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test.md?metric=BLEU%20(S)>): Lower is better; unit: PERCENT.

- [BLEU (R)](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test.md?metric=BLEU%20(R)>): Lower is better; unit: PERCENT.

- [BLEU (D)](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test.md?metric=BLEU%20(D)>): Lower is better; unit: PERCENT.

- [RL Score](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test.md?metric=RL%20Score>): Higher is better; unit: PERCENT.

- [RL Score (S)](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test.md?metric=RL%20Score%20(S)>): Lower is better; unit: PERCENT.

- [RL Score (R)](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test.md?metric=RL%20Score%20(R)>): Lower is better; unit: PERCENT.

- [RL Score (D)](<https://www.sota2.com/research/sota/reading-comprehension-on-molweni-reading-comprehension-all-possible-names-test.md?metric=RL%20Score%20(D)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| Ins | 29.34 | Not recorded | 68fa70581e209131cea4a6f6 |
| Vanilla | 28.56 | Not recorded | 68fa70581e209131cea4a6f6 |
| Aug | 27.12 | Not recorded | 68fa70581e209131cea4a6f6 |
| Emb | 25.99 | Not recorded | 68fa70581e209131cea4a6f6 |

### Ins

BLEU: 29.34. Result ID: 699115603a6c314849058b51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

[Implementation](<https://github.com/JiaQiSJTU/SpeakerNameSensitivity>)

Recorded evaluation configuration: {"Approach":"Offline"}. This record does not assert independent reproduction.

### Vanilla

BLEU: 28.56. Result ID: 699115603a6c314849058b4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

Recorded evaluation configuration: {"Approach":"Offline"}. This record does not assert independent reproduction.

### Aug

BLEU: 27.12. Result ID: 699115603a6c314849058b50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad61e209131cea2aacb.md>)

Recorded evaluation configuration: {"Approach":"Offline"}. This record does not assert independent reproduction.

### Emb

BLEU: 25.99. Result ID: 699115603a6c314849058b4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b51.md>)

[Implementation](<https://github.com/JasonForJoy/SA-BERT>)

Recorded evaluation configuration: {"Approach":"Offline"}. This record does not assert independent reproduction.

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