# Short-text Multi-doc Question Answering on RGB noise robustness testbed (test)

Source: [Short-text Multi-doc Question Answering on RGB noise robustness testbed (test)](<https://www.sota2.com/research/sota/short-text-multi-doc-question-answering-on-rgb-noise-robustness-testbed-test>)

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

Data updated: 2026-02-26T05:41:42.622Z

Evaluation of model performance on the test split of the RGB noise robustness testbed dataset, specifically for Short-text Multi-document Question Answering, measured across various levels of input noise.

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 | Short-text Multi-doc Question Answering |
| Dataset (including any stated split) | RGB noise robustness testbed (test) |
| Metric | EM (Noise 0) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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 (Noise 0)](<https://www.sota2.com/research/sota/short-text-multi-doc-question-answering-on-rgb-noise-robustness-testbed-test.md?metric=EM%20(Noise%200)>): Higher is better; unit: PERCENT.

- [EM (Noise 0.2)](<https://www.sota2.com/research/sota/short-text-multi-doc-question-answering-on-rgb-noise-robustness-testbed-test.md?metric=EM%20(Noise%200.2)>): Higher is better; unit: PERCENT.

- [EM (Noise 0.4)](<https://www.sota2.com/research/sota/short-text-multi-doc-question-answering-on-rgb-noise-robustness-testbed-test.md?metric=EM%20(Noise%200.4)>): Higher is better; unit: PERCENT.

- [EM (Noise 0.6)](<https://www.sota2.com/research/sota/short-text-multi-doc-question-answering-on-rgb-noise-robustness-testbed-test.md?metric=EM%20(Noise%200.6)>): Higher is better; unit: PERCENT.

- [EM (Noise 0.8)](<https://www.sota2.com/research/sota/short-text-multi-doc-question-answering-on-rgb-noise-robustness-testbed-test.md?metric=EM%20(Noise%200.8)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM (Noise 0) | Result date | Report paper |
| --- | --- | --- | --- |
| Our model (PAM QA) | 96 | Not recorded | 68fa746e1e209131cea61af7 |
| GPT3.5-Turbo | 95.67 | Not recorded | 68fa746e1e209131cea61af7 |
| Qwen-14B-Chat | 94.67 | Not recorded | 68fa746e1e209131cea61af7 |
| Baichuan2-13B-Chat | 93 | Not recorded | 68fa746e1e209131cea61af7 |
| ChatGLM3-6B | 91.67 | Not recorded | 68fa746e1e209131cea61af7 |
| ChatGLM2-6B | 86.67 | Not recorded | 68fa746e1e209131cea61af7 |

### Our model (PAM QA)

EM (Noise 0): 96. Result ID: 699347ca3a6c31484914e37c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61af7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61af7.md>)

[Implementation](<https://huggingface.co/IDEA-CCNL/Ziya-Reader-13B-v1.0>)

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

### GPT3.5-Turbo

EM (Noise 0): 95.67. Result ID: 699347ca3a6c31484914e377.

[Reporting paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61af7.md>)

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

### Qwen-14B-Chat

EM (Noise 0): 94.67. Result ID: 699347ca3a6c31484914e37b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61af7.md>)

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

### Baichuan2-13B-Chat

EM (Noise 0): 93. Result ID: 699347ca3a6c31484914e37a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61af7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70aa1e209131cea4c547.md>)

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

### ChatGLM3-6B

EM (Noise 0): 91.67. Result ID: 699347ca3a6c31484914e379.

[Reporting paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61af7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c111e209131cea31e21.md>)

[Implementation](<https://github.com/THUDM/GLM>)

Recorded evaluation configuration: {"status":"Released after current work"}. This record does not assert independent reproduction.

### ChatGLM2-6B

EM (Noise 0): 86.67. Result ID: 699347ca3a6c31484914e378.

[Reporting paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61af7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c111e209131cea31e21.md>)

[Implementation](<https://github.com/THUDM/GLM>)

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

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