# End-to-end Question Answering on HotpotQA official Wikipedia paragraphs

Source: [End-to-end Question Answering on HotpotQA official Wikipedia paragraphs](<https://www.sota2.com/research/sota/end-to-end-question-answering-on-hotpotqa-official-wikipedia-paragraphs>)

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

Data updated: 2026-02-26T05:41:33.535Z

Evaluation of End-to-end Question Answering performance on the official Wikipedia paragraphs subset of the HotpotQA dataset, measured by Exact Match (EM) and F1 score.

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 | End-to-end Question Answering |
| Dataset (including any stated split) | HotpotQA official Wikipedia paragraphs |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [EM](<https://www.sota2.com/research/sota/end-to-end-question-answering-on-hotpotqa-official-wikipedia-paragraphs.md?metric=EM>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/end-to-end-question-answering-on-hotpotqa-official-wikipedia-paragraphs.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| HopRetriever | 67.1 | Not recorded | 68fa6b2c1e209131cea2c899 |
| TPRR | 67 | Not recorded | 68fa6b2c1e209131cea2c899 |
| IRRR | 65.7 | Not recorded | 68fa6b2c1e209131cea2c899 |
| EBS-SH | 65.5 | Not recorded | 68fa6b2c1e209131cea2c899 |
| IRRR | 65.2 | Not recorded | 68fa6b2c1e209131cea2c899 |
| Step-by-step | 63 | Not recorded | 68fa6b2c1e209131cea2c899 |
| DDRQA | 62.3 | Not recorded | 68fa6b2c1e209131cea2c899 |
| MDR | 62.3 | Not recorded | 68fa6b2c1e209131cea2c899 |
| GRR | 60 | Not recorded | 68fa6b2c1e209131cea2c899 |

### HopRetriever

EM: 67.1. Result ID: 698e6537ffc3901de09d3b79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fa1e209131cea1f7a4.md>)

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

### TPRR

EM: 67. Result ID: 698e6537ffc3901de09d3b78.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

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

### IRRR

EM: 65.7. Result ID: 698e6537ffc3901de09d3b7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

[Implementation](<https://github.com/beerqa/IRRR>)

Recorded evaluation configuration: {"Training Data":"SQUAD + HotpotQA"}. This record does not assert independent reproduction.

### EBS-SH

EM: 65.5. Result ID: 698e6537ffc3901de09d3b77.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

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

### IRRR

EM: 65.2. Result ID: 698e6537ffc3901de09d3b7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

[Implementation](<https://github.com/beerqa/IRRR>)

Recorded evaluation configuration: {"Training Data":"HotpotQA"}. This record does not assert independent reproduction.

### Step-by-step

EM: 63. Result ID: 698e6537ffc3901de09d3b74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

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

### DDRQA

EM: 62.3. Result ID: 698e6537ffc3901de09d3b75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

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

### MDR

EM: 62.3. Result ID: 698e6537ffc3901de09d3b76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21adf.md>)

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

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

### GRR

EM: 60. Result ID: 698e6537ffc3901de09d3b73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c899.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa670a1e209131cea1406e.md>)

[Implementation](<https://github.com/AkariAsai/learning_to_retrieve_reasoning_paths>)

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

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