# Multi-hop Question Answering on 2WikiMultiHopQA (Speedup)

Source: [Multi-hop Question Answering on 2WikiMultiHopQA (Speedup)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-2wikimultihopqa-speedup>)

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

Data updated: 2026-06-02T10:16:38.312Z

Evaluation of model efficiency on the 2WikiMultiHopQA dataset for multi-hop question answering, specifically measuring the speedup factor.

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 Question Answering |
| Dataset (including any stated split) | 2WikiMultiHopQA |
| Metric | Speedup Factor |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Speedup Factor](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-2wikimultihopqa-speedup.md?metric=Speedup%20Factor>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Speedup Factor | Result date | Report paper |
| --- | --- | --- | --- |
| Hybrid Verified Decoding | 3.28 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 2.73 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 2.52 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 2.49 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 2.01 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 1.65 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 1.4 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 1.19 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 1.04 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 0.98 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 0.96 | Not recorded | 6a1e63fadbd7150506f85546 |
| Hybrid Verified Decoding | 0.87 | Not recorded | 6a1e63fadbd7150506f85546 |

### Hybrid Verified Decoding

Speedup Factor: 3.28. Result ID: 6a1ead43fbc373592c196b07.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-8B","Reference Baseline":"SuffixDecoding"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 2.73. Result ID: 6a1ead43fbc373592c196b05.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-8B","Reference Baseline":"Greedy Decoding"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 2.52. Result ID: 6a1ead43fbc373592c196b0d.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Llama3.1-8B","Reference Baseline":"Greedy Decoding"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 2.49. Result ID: 6a1ead43fbc373592c196b0f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Llama3.1-8B","Reference Baseline":"SuffixDecoding"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 2.01. Result ID: 6a1ead43fbc373592c196b09.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-4B","Reference Baseline":"Greedy Decoding"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 1.65. Result ID: 6a1ead43fbc373592c196b0b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-4B","Reference Baseline":"SuffixDecoding"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 1.4. Result ID: 6a1ead43fbc373592c196b08.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-8B","Reference Baseline":"Frequency-Based Hybrid Decoding"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 1.19. Result ID: 6a1ead43fbc373592c196b0a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-4B","Reference Baseline":"EAGLE3"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 1.04. Result ID: 6a1ead43fbc373592c196b0e.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Llama3.1-8B","Reference Baseline":"EAGLE3"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 0.98. Result ID: 6a1ead43fbc373592c196b0c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-4B","Reference Baseline":"Frequency-Based Hybrid Decoding"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 0.96. Result ID: 6a1ead43fbc373592c196b06.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-8B","Reference Baseline":"EAGLE3"}. This record does not assert independent reproduction.

### Hybrid Verified Decoding

Speedup Factor: 0.87. Result ID: 6a1ead43fbc373592c196b10.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63fadbd7150506f85546.md>)

Recorded evaluation configuration: {"Target Model":"Llama3.1-8B","Reference Baseline":"Frequency-Based Hybrid Decoding"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
