# Community Question Answering on cQA Apple domain StackExchange (test)

Source: [Community Question Answering on cQA Apple domain StackExchange (test)](<https://www.sota2.com/research/sota/community-question-answering-on-cqa-apple-domain-stackexchange-test>)

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

Data updated: 2026-02-26T05:49:37.649Z

Evaluation of Community Question Answering performance on the test split of the Apple domain subset of the cQA StackExchange dataset, utilizing ranking metrics like MAP, MRR, and NDCG.

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 | Community Question Answering |
| Dataset (including any stated split) | cQA Apple domain StackExchange (test) |
| Metric | MAP@100 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [MAP@100](<https://www.sota2.com/research/sota/community-question-answering-on-cqa-apple-domain-stackexchange-test.md?metric=MAP%40100>): Higher is better; unit: PERCENT.

- [MRR@10](<https://www.sota2.com/research/sota/community-question-answering-on-cqa-apple-domain-stackexchange-test.md?metric=MRR%4010>): Higher is better; unit: PERCENT.

- [NDCG@10](<https://www.sota2.com/research/sota/community-question-answering-on-cqa-apple-domain-stackexchange-test.md?metric=NDCG%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MAP@100 | Result date | Report paper |
| --- | --- | --- | --- |
| MiniLM\_S | 37.8 | Not recorded | 6993f6ad9ebc499c9740a001 |
| MiniLM\_Houlsby | 37.3 | Not recorded | 6993f6ad9ebc499c9740a001 |
| DRAMA\_Houlsby | 37.3 | Not recorded | 6993f6ad9ebc499c9740a001 |
| MiniLM\_ALL | 37.1 | Not recorded | 6993f6ad9ebc499c9740a001 |
| DRAMA\_LoRA | 37.1 | Not recorded | 6993f6ad9ebc499c9740a001 |
| MiniLM\_LoRA | 35.9 | Not recorded | 6993f6ad9ebc499c9740a001 |
| BM25 | 25 | Not recorded | 6993f6ad9ebc499c9740a001 |

### MiniLM\_S

MAP@100: 37.8. Result ID: 699a9e295698665ec429f0f1.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67581e209131cea15b3e.md>)

Recorded evaluation configuration: {"Architecture":"BiEncoder","Framework":"Full Model","Specialization":"Specialized"}. This record does not assert independent reproduction.

### MiniLM\_Houlsby

MAP@100: 37.3. Result ID: 699a9e295698665ec429f0f4.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

Recorded evaluation configuration: {"Architecture":"BiEncoder","Framework":"Knowledge Distillation (Oracle)","Adapter":"Houlsby"}. This record does not assert independent reproduction.

### DRAMA\_Houlsby

MAP@100: 37.3. Result ID: 699a9e295698665ec429f0f6.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

Recorded evaluation configuration: {"Architecture":"BiEncoder","Framework":"DRAMA","Adapter":"Houlsby"}. This record does not assert independent reproduction.

### MiniLM\_ALL

MAP@100: 37.1. Result ID: 699a9e295698665ec429f0f2.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67581e209131cea15b3e.md>)

Recorded evaluation configuration: {"Architecture":"BiEncoder","Framework":"Full Model","Specialization":"General"}. This record does not assert independent reproduction.

### DRAMA\_LoRA

MAP@100: 37.1. Result ID: 699a9e295698665ec429f0f5.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

Recorded evaluation configuration: {"Architecture":"BiEncoder","Framework":"DRAMA","Adapter":"LoRA"}. This record does not assert independent reproduction.

### MiniLM\_LoRA

MAP@100: 35.9. Result ID: 699a9e295698665ec429f0f3.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

Recorded evaluation configuration: {"Architecture":"BiEncoder","Framework":"Knowledge Distillation (Oracle)","Adapter":"LoRA"}. This record does not assert independent reproduction.

### BM25

MAP@100: 25. Result ID: 699a9e295698665ec429f0f0.

[Reporting paper](<https://www.sota2.com/research/paper/6993f6ad9ebc499c9740a001.md>)

Recorded evaluation configuration: {"Architecture":"Sparse Retrieval"}. This record does not assert independent reproduction.

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