# Prompt Compression on Diagnostic Cases Aggregate

Source: [Prompt Compression on Diagnostic Cases Aggregate](<https://www.sota2.com/research/sota/prompt-compression-on-diagnostic-cases-aggregate>)

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

Data updated: 2026-05-19T09:52:03.417Z

Evaluation of model performance on the Diagnostic Cases Aggregate dataset specifically measuring Prompt Compression capabilities, using metrics like average compression tokens, gain, CAR, and WAR.

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 | Prompt Compression |
| Dataset (including any stated split) | Diagnostic Cases Aggregate |
| Metric | Average Compression Tokens |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Average Compression Tokens](<https://www.sota2.com/research/sota/prompt-compression-on-diagnostic-cases-aggregate.md?metric=Average%20Compression%20Tokens>): Higher is better; unit: SCALAR.

- [Average Gain](<https://www.sota2.com/research/sota/prompt-compression-on-diagnostic-cases-aggregate.md?metric=Average%20Gain>): Higher is better; unit: PERCENT.

- [Average CAR](<https://www.sota2.com/research/sota/prompt-compression-on-diagnostic-cases-aggregate.md?metric=Average%20CAR>): Higher is better; unit: PERCENT.

- [Average WAR](<https://www.sota2.com/research/sota/prompt-compression-on-diagnostic-cases-aggregate.md?metric=Average%20WAR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Compression Tokens | Result date | Report paper |
| --- | --- | --- | --- |
| JSON | 118.6 | Not recorded | 6a0bee99dbc836b87d82c439 |
| CCL-Core | 71.2 | Not recorded | 6a0bee99dbc836b87d82c439 |
| Structured prose | 66.4 | Not recorded | 6a0bee99dbc836b87d82c439 |
| CCL-Min | 51 | Not recorded | 6a0bee99dbc836b87d82c439 |
| Prose | 27.6 | Not recorded | 6a0bee99dbc836b87d82c439 |

### JSON

Average Compression Tokens: 118.6. Result ID: 6a0c31e1fbc373592c02b94d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee99dbc836b87d82c439.md>)

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

### CCL-Core

Average Compression Tokens: 71.2. Result ID: 6a0c31e1fbc373592c02b94e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee99dbc836b87d82c439.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee99dbc836b87d82c439.md>)

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

### Structured prose

Average Compression Tokens: 66.4. Result ID: 6a0c31e1fbc373592c02b94c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee99dbc836b87d82c439.md>)

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

### CCL-Min

Average Compression Tokens: 51. Result ID: 6a0c31e1fbc373592c02b94f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee99dbc836b87d82c439.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee99dbc836b87d82c439.md>)

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

### Prose

Average Compression Tokens: 27.6. Result ID: 6a0c31e1fbc373592c02b94b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee99dbc836b87d82c439.md>)

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.