# Question Answering on 50-question climate adaptation dataset 1.0 (test)

Source: [Question Answering on 50-question climate adaptation dataset 1.0 (test)](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test>)

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

Data updated: 2026-02-26T05:39:49.363Z

Evaluation of Question Answering performance on the test split of the 50-question climate adaptation dataset version 1.0, using domain-specific metrics covering context quality, structure, language, and citation accuracy.

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 | Question Answering |
| Dataset (including any stated split) | 50-question climate adaptation dataset 1.0 (test) |
| Metric | Context Quality Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Context Quality Score](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Context%20Quality%20Score>): Higher is better; unit: SCALAR.

- [Structure Score](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Structure%20Score>): Higher is better; unit: SCALAR.

- [Language Quality Score](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Language%20Quality%20Score>): Higher is better; unit: SCALAR.

- [Citation Accuracy Score](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Citation%20Accuracy%20Score>): Higher is better; unit: SCALAR.

- [Specificity Score](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Specificity%20Score>): Higher is better; unit: SCALAR.

- [Comprehensiveness Score](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Comprehensiveness%20Score>): Higher is better; unit: SCALAR.

- [Overall Accuracy Score](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Overall%20Accuracy%20Score>): Higher is better; unit: SCALAR.

- [Average Score](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

- [Citation Rate](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Citation%20Rate>): Higher is better; unit: PERCENT.

- [Faithfulness Rate](<https://www.sota2.com/research/sota/question-answering-on-50-question-climate-adaptation-dataset-1-0-test.md?metric=Faithfulness%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Context Quality Score | Result date | Report paper |
| --- | --- | --- | --- |
| CAIRNS | 3 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS | 3 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-LWR) | 3 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-MTR) | 3 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-LWR) | 3 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-MTR) | 3 | Not recorded | 692fc462d6b0dd3342933547 |
| Gemini | 2.86 | Not recorded | 692fc462d6b0dd3342933547 |
| Gemini | 2.84 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-SGP) | 1.78 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-SGP) | 1.78 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-SGP -MTR) | 1.66 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-SGP +CD) | 1.64 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-SGP -MTR) | 1.64 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-SGP +CD) | 1.64 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-SGP -MTR +CD) | 1.5 | Not recorded | 692fc462d6b0dd3342933547 |
| CAIRNS (-SGP -MTR +CD) | 1.5 | Not recorded | 692fc462d6b0dd3342933547 |

### CAIRNS

Context Quality Score: 3. Result ID: 6996d1de5698665ec41e0f33.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Zero-shot","SGP":"Included","MTR":"Included"}. This record does not assert independent reproduction.

### CAIRNS

Context Quality Score: 3. Result ID: 6996d1de5698665ec41e0f34.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Few-shot","SGP":"Included","MTR":"Included"}. This record does not assert independent reproduction.

### CAIRNS (-LWR)

Context Quality Score: 3. Result ID: 6996d1de5698665ec41e0f39.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Zero-shot","LWR":"Removed"}. This record does not assert independent reproduction.

### CAIRNS (-MTR)

Context Quality Score: 3. Result ID: 6996d1de5698665ec41e0f3a.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Zero-shot","MTR":"Removed"}. This record does not assert independent reproduction.

### CAIRNS (-LWR)

Context Quality Score: 3. Result ID: 6996d1de5698665ec41e0f3f.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Few-shot","LWR":"Removed"}. This record does not assert independent reproduction.

### CAIRNS (-MTR)

Context Quality Score: 3. Result ID: 6996d1de5698665ec41e0f40.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Few-shot","MTR":"Removed"}. This record does not assert independent reproduction.

### Gemini

Context Quality Score: 2.86. Result ID: 6996d1de5698665ec41e0f32.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Few-shot"}. This record does not assert independent reproduction.

### Gemini

Context Quality Score: 2.84. Result ID: 6996d1de5698665ec41e0f31.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Zero-shot"}. This record does not assert independent reproduction.

### CAIRNS (-SGP)

Context Quality Score: 1.78. Result ID: 6996d1de5698665ec41e0f36.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Zero-shot","SGP":"Removed"}. This record does not assert independent reproduction.

### CAIRNS (-SGP)

Context Quality Score: 1.78. Result ID: 6996d1de5698665ec41e0f3c.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Few-shot","SGP":"Removed"}. This record does not assert independent reproduction.

### CAIRNS (-SGP -MTR)

Context Quality Score: 1.66. Result ID: 6996d1de5698665ec41e0f35.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Zero-shot","SGP":"Removed","MTR":"Removed"}. This record does not assert independent reproduction.

### CAIRNS (-SGP +CD)

Context Quality Score: 1.64. Result ID: 6996d1de5698665ec41e0f38.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Zero-shot","SGP":"Removed","CD":"Added"}. This record does not assert independent reproduction.

### CAIRNS (-SGP -MTR)

Context Quality Score: 1.64. Result ID: 6996d1de5698665ec41e0f3b.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Few-shot","SGP":"Removed","MTR":"Removed"}. This record does not assert independent reproduction.

### CAIRNS (-SGP +CD)

Context Quality Score: 1.64. Result ID: 6996d1de5698665ec41e0f3e.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Few-shot","SGP":"Removed","CD":"Added"}. This record does not assert independent reproduction.

### CAIRNS (-SGP -MTR +CD)

Context Quality Score: 1.5. Result ID: 6996d1de5698665ec41e0f37.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Zero-shot","SGP":"Removed","MTR":"Removed","CD":"Added"}. This record does not assert independent reproduction.

### CAIRNS (-SGP -MTR +CD)

Context Quality Score: 1.5. Result ID: 6996d1de5698665ec41e0f3d.

[Reporting paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc462d6b0dd3342933547.md>)

Recorded evaluation configuration: {"Prompting":"Few-shot","SGP":"Removed","MTR":"Removed","CD":"Added"}. This record does not assert independent reproduction.

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