# Multi-hop Reading Comprehension on WikiHop unmasked (dev)

Source: [Multi-hop Reading Comprehension on WikiHop unmasked (dev)](<https://www.sota2.com/research/sota/multi-hop-reading-comprehension-on-wikihop-unmasked-dev>)

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

Data updated: 2026-02-26T05:27:27.469Z

Evaluation of model performance on the unmasked development split of the WikiHop dataset specifically for multi-hop reading comprehension tasks, typically measured using Accuracy.

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 | Multi-hop Reading Comprehension |
| Dataset (including any stated split) | WikiHop unmasked (dev) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/multi-hop-reading-comprehension-on-wikihop-unmasked-dev.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CFC | 66.4 | Not recorded | 68fa65bb1e209131cea0bed2 |
| Entity-GCN | 64.8 | Not recorded | 68fa65bb1e209131cea0bed2 |
| MHQA-GRN | 62.8 | Not recorded | 68fa64c91e209131cea06a40 |
| MHQA-GRN | 62.8 | Not recorded | 68fa65bb1e209131cea0bed2 |
| MHQA-GCN | 62.6 | Not recorded | 68fa64c91e209131cea06a40 |
| Coref LSTM | 61.4 | Not recorded | 68fa64c91e209131cea06a40 |
| Coref GRN | 61.4 | Not recorded | 68fa64c91e209131cea06a40 |
| Local | 61 | Not recorded | 68fa64c91e209131cea06a40 |
| GA w/ Coref-GRU | 56 | Not recorded | 68fa64c91e209131cea06a40 |
| Coref GRU | 56 | Not recorded | 68fa65bb1e209131cea0bed2 |
| GA w/ GRU | 54.9 | Not recorded | 68fa64c91e209131cea06a40 |

### CFC

Accuracy: 66.4. Result ID: 698cc3a78b517eb4331c928e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bed2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bed2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Entity-GCN

Accuracy: 64.8. Result ID: 698cc3a78b517eb4331c928f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bed2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d891e209131cea3a73c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MHQA-GRN

Accuracy: 62.8. Result ID: 698c8e8b0b614d12cff19287.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MHQA-GRN

Accuracy: 62.8. Result ID: 698cc3a78b517eb4331c9290.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bed2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MHQA-GCN

Accuracy: 62.6. Result ID: 698c8e8b0b614d12cff19286.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Coref LSTM

Accuracy: 61.4. Result ID: 698c8e8b0b614d12cff19284.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644a1e209131cea03c32.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Coref GRN

Accuracy: 61.4. Result ID: 698c8e8b0b614d12cff19285.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Local

Accuracy: 61. Result ID: 698c8e8b0b614d12cff19283.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GA w/ Coref-GRU

Accuracy: 56. Result ID: 698c8e8b0b614d12cff19282.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644a1e209131cea03c32.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Coref GRU

Accuracy: 56. Result ID: 698cc3a78b517eb4331c9291.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65bb1e209131cea0bed2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644a1e209131cea03c32.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GA w/ GRU

Accuracy: 54.9. Result ID: 698c8e8b0b614d12cff19281.

[Reporting paper](<https://www.sota2.com/research/paper/68fa64c91e209131cea06a40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644a1e209131cea03c32.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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