# Short-context Reading Comprehension on DROP (F1, ROUGE-L)

Source: [Short-context Reading Comprehension on DROP (F1, ROUGE-L)](<https://www.sota2.com/research/sota/short-context-reading-comprehension-on-drop-f1-rouge-l>)

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

Data updated: 2026-06-11T11:37:01.968Z

Evaluation of short-context reading comprehension performance on the DROP dataset, reporting F1 score and ROUGE-L metrics.

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-context Reading Comprehension |
| Dataset (including any stated split) | DROP |
| Metric | F1 Score |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/short-context-reading-comprehension-on-drop-f1-rouge-l.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [ROUGE-L Score](<https://www.sota2.com/research/sota/short-context-reading-comprehension-on-drop-f1-rouge-l.md?metric=ROUGE-L%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Base+ctx | 45.18 | Not recorded | 6a2a4157d33dfb23e78395df |
| Base+ctx | 42.61 | Not recorded | 6a2a4157d33dfb23e78395df |
| D2Latom | 30.66 | Not recorded | 6a2a4157d33dfb23e78395df |
| D2Lckpt | 29.62 | Not recorded | 6a2a4157d33dfb23e78395df |
| D2Latom | 29.52 | Not recorded | 6a2a4157d33dfb23e78395df |
| Doc2Atom | 28.31 | Not recorded | 6a2a4157d33dfb23e78395df |
| D2Lraw | 27.12 | Not recorded | 6a2a4157d33dfb23e78395df |
| Doc2Atom | 27.05 | Not recorded | 6a2a4157d33dfb23e78395df |
| D2Lraw | 26.98 | Not recorded | 6a2a4157d33dfb23e78395df |
| D2Lckpt | 10.07 | Not recorded | 6a2a4157d33dfb23e78395df |

### Base+ctx

F1 Score: 45.18. Result ID: 6a2a9cbefbc373592c28e5c3.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen3-4B-Instruct","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### Base+ctx

F1 Score: 42.61. Result ID: 6a2a9cbefbc373592c28e5be.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

Recorded evaluation configuration: {"LLM Backbone":"Gemma-2-2B-It","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### D2Latom

F1 Score: 30.66. Result ID: 6a2a9cbefbc373592c28e5c6.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6996992a09c33900fcd71f6d.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen3-4B-Instruct","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### D2Lckpt

F1 Score: 29.62. Result ID: 6a2a9cbefbc373592c28e5bf.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6996992a09c33900fcd71f6d.md>)

Recorded evaluation configuration: {"LLM Backbone":"Gemma-2-2B-It","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### D2Latom

F1 Score: 29.52. Result ID: 6a2a9cbefbc373592c28e5c1.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6996992a09c33900fcd71f6d.md>)

Recorded evaluation configuration: {"LLM Backbone":"Gemma-2-2B-It","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### Doc2Atom

F1 Score: 28.31. Result ID: 6a2a9cbefbc373592c28e5c2.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

Recorded evaluation configuration: {"LLM Backbone":"Gemma-2-2B-It","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### D2Lraw

F1 Score: 27.12. Result ID: 6a2a9cbefbc373592c28e5c5.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6996992a09c33900fcd71f6d.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen3-4B-Instruct","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### Doc2Atom

F1 Score: 27.05. Result ID: 6a2a9cbefbc373592c28e5c7.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen3-4B-Instruct","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### D2Lraw

F1 Score: 26.98. Result ID: 6a2a9cbefbc373592c28e5c0.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6996992a09c33900fcd71f6d.md>)

Recorded evaluation configuration: {"LLM Backbone":"Gemma-2-2B-It","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

### D2Lckpt

F1 Score: 10.07. Result ID: 6a2a9cbefbc373592c28e5c4.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4157d33dfb23e78395df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6996992a09c33900fcd71f6d.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen3-4B-Instruct","Evaluation Protocol":"In-domain"}. This record does not assert independent reproduction.

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