# Multi-hop Question Answering on Dragonball DragSingleZh (test)

Source: [Multi-hop Question Answering on Dragonball DragSingleZh (test)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-dragonball-dragsinglezh-test>)

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

Data updated: 2026-02-26T06:01:13.904Z

Evaluation of model performance on the test split of the Dragonball DragSingleZh dataset for Multi-hop Question Answering.

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) | Dragonball DragSingleZh (test) |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Recall](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-dragonball-dragsinglezh-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [EIR](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-dragonball-dragsinglezh-test.md?metric=EIR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-32B | 100 | Not recorded | 697846c1a2b28e761d87c694 |
| Gemini-2.5-Flash | 100 | Not recorded | 697846c1a2b28e761d87c694 |
| Gemini-2.5-Pro | 100 | Not recorded | 697846c1a2b28e761d87c694 |
| FABLE(docs) | 74.99 | Not recorded | 697846c1a2b28e761d87c694 |
| FABLE(llm-docs) | 74.61 | Not recorded | 697846c1a2b28e761d87c694 |
| FABLE(nodes) | 72.97 | Not recorded | 697846c1a2b28e761d87c694 |
| FABLE(llm-nodes) | 66.07 | Not recorded | 697846c1a2b28e761d87c694 |
| TreeRAG | 57.31 | Not recorded | 697846c1a2b28e761d87c694 |
| HippoRAG2 | 28.08 | Not recorded | 697846c1a2b28e761d87c694 |
| LongRefiner | 15.79 | Not recorded | 697846c1a2b28e761d87c694 |

### Qwen3-32B

Recall: 100. Result ID: 69966dba5698665ec4b4947f.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"category":"LLM-in-context","mode":"Full-context Inference"}. This record does not assert independent reproduction.

### Gemini-2.5-Flash

Recall: 100. Result ID: 69966dba5698665ec4b49480.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

Recorded evaluation configuration: {"category":"LLM-in-context","mode":"Full-context Inference"}. This record does not assert independent reproduction.

### Gemini-2.5-Pro

Recall: 100. Result ID: 69966dba5698665ec4b49481.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

Recorded evaluation configuration: {"category":"LLM-in-context","mode":"Full-context Inference"}. This record does not assert independent reproduction.

### FABLE(docs)

Recall: 74.99. Result ID: 69966dba5698665ec4b49484.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

Recorded evaluation configuration: {"selection\_strategy":"LLM-guided","bi\_path\_fusion":true,"retrieval\_unit":"documents"}. This record does not assert independent reproduction.

### FABLE(llm-docs)

Recall: 74.61. Result ID: 69966dba5698665ec4b49482.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

Recorded evaluation configuration: {"selection\_strategy":"LLM-guided only","bi\_path\_fusion":false,"retrieval\_unit":"documents"}. This record does not assert independent reproduction.

### FABLE(nodes)

Recall: 72.97. Result ID: 69966dba5698665ec4b49485.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

Recorded evaluation configuration: {"selection\_strategy":"LLM-guided","bi\_path\_fusion":true,"retrieval\_unit":"nodes"}. This record does not assert independent reproduction.

### FABLE(llm-nodes)

Recall: 66.07. Result ID: 69966dba5698665ec4b49483.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

Recorded evaluation configuration: {"selection\_strategy":"LLM-guided only","bi\_path\_fusion":false,"retrieval\_unit":"nodes"}. This record does not assert independent reproduction.

### TreeRAG

Recall: 57.31. Result ID: 69966dba5698665ec4b4947c.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

Recorded evaluation configuration: {"category":"Structure-Enhanced RAG"}. This record does not assert independent reproduction.

### HippoRAG2

Recall: 28.08. Result ID: 69966dba5698665ec4b4947e.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

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

Recorded evaluation configuration: {"category":"Structure-Enhanced RAG"}. This record does not assert independent reproduction.

### LongRefiner

Recall: 15.79. Result ID: 69966dba5698665ec4b4947d.

[Reporting paper](<https://www.sota2.com/research/paper/697846c1a2b28e761d87c694.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78881e209131cea78e2b.md>)

Recorded evaluation configuration: {"category":"Structure-Enhanced RAG"}. This record does not assert independent reproduction.

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