# Context Compression on Diagnostic Cases Epidemic

Source: [Context Compression on Diagnostic Cases Epidemic](<https://www.sota2.com/research/sota/context-compression-on-diagnostic-cases-epidemic>)

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

Data updated: 2026-05-19T09:52:03.455Z

Evaluation of Context Compression performance on the Diagnostic Cases Epidemic dataset, focusing on compression ratio (Comp.), gain, and specific correlation metrics (CAR, 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 | Context Compression |
| Dataset (including any stated split) | Diagnostic Cases Epidemic |
| Metric | Compression Ratio |
| 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

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

- [Gain (%)](<https://www.sota2.com/research/sota/context-compression-on-diagnostic-cases-epidemic.md?metric=Gain%20(%25)>): Higher is better; unit: PERCENT.

- [CAR](<https://www.sota2.com/research/sota/context-compression-on-diagnostic-cases-epidemic.md?metric=CAR>): Higher is better; unit: SCALAR.

- [WAR](<https://www.sota2.com/research/sota/context-compression-on-diagnostic-cases-epidemic.md?metric=WAR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Compression Ratio | Result date | Report paper |
| --- | --- | --- | --- |
| JSON | 192 | Not recorded | 6a0bee99dbc836b87d82c439 |
| CCL-Core | 113 | Not recorded | 6a0bee99dbc836b87d82c439 |
| Structured prose | 77 | Not recorded | 6a0bee99dbc836b87d82c439 |
| CCL-Min | 68 | Not recorded | 6a0bee99dbc836b87d82c439 |
| Prose | 32 | Not recorded | 6a0bee99dbc836b87d82c439 |

### JSON

Compression Ratio: 192. Result ID: 6a0c31e1fbc373592c02b952.

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

Recorded evaluation configuration: {"Full context tokens":"131"}. This record does not assert independent reproduction.

### CCL-Core

Compression Ratio: 113. Result ID: 6a0c31e1fbc373592c02b953.

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

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

Recorded evaluation configuration: {"Full context tokens":"131"}. This record does not assert independent reproduction.

### Structured prose

Compression Ratio: 77. Result ID: 6a0c31e1fbc373592c02b951.

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

Recorded evaluation configuration: {"Full context tokens":"131"}. This record does not assert independent reproduction.

### CCL-Min

Compression Ratio: 68. Result ID: 6a0c31e1fbc373592c02b954.

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

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

Recorded evaluation configuration: {"Full context tokens":"131"}. This record does not assert independent reproduction.

### Prose

Compression Ratio: 32. Result ID: 6a0c31e1fbc373592c02b950.

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

Recorded evaluation configuration: {"Full context tokens":"131"}. This record does not assert independent reproduction.

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