# Multi-Hop Question Answering on LV-Eval (EM/F1)

Source: [Multi-Hop Question Answering on LV-Eval (EM/F1)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-lv-eval-em-f1>)

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

Data updated: 2026-02-26T05:41:41.461Z

Evaluation of model performance on the LV-Eval dataset for Multi-Hop Question Answering, measured using Exact Match (EM) and F1 scores.

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 QA |
| Dataset (including any stated split) | LV-Eval |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/multi-hop-question-answering-on-lv-eval-em-f1.md?metric=EM>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-lv-eval-em-f1.md?metric=F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| HELP | 10.5 | Not recorded | 699e82126017c4460ffacf5f |
| HippoRAG2 | 7.26 | Not recorded | 699e82126017c4460ffacf5f |
| LinearRAG | 6.5 | Not recorded | 699e82126017c4460ffacf5f |

### HELP

EM: 10.5. Result ID: 699ebc2c5698665ec48b68e1.

[Reporting paper](<https://www.sota2.com/research/paper/699e82126017c4460ffacf5f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699e82126017c4460ffacf5f.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Instruct-2507"}. This record does not assert independent reproduction.

### HippoRAG2

EM: 7.26. Result ID: 699ebc2c5698665ec48b68df.

[Reporting paper](<https://www.sota2.com/research/paper/699e82126017c4460ffacf5f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de8a.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Instruct-2507"}. This record does not assert independent reproduction.

### LinearRAG

EM: 6.5. Result ID: 699ebc2c5698665ec48b68e0.

[Reporting paper](<https://www.sota2.com/research/paper/699e82126017c4460ffacf5f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c131e209131cea8c4cc.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B-Instruct-2507"}. This record does not assert independent reproduction.

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