# Long-context consolidation on LongBench long: 32k–64k tokens v2

Source: [Long-context consolidation on LongBench long: 32k–64k tokens v2](<https://www.sota2.com/research/sota/long-context-consolidation-on-longbench-long-32k-64k-tokens-v2>)

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

Data updated: 2026-05-11T08:09:16.533Z

Evaluation of model performance on the LongBench v2 suite, specifically focusing on tasks requiring long-context consolidation within the 32k to 64k token range, measured by 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 | Long-context consolidation |
| Dataset (including any stated split) | LongBench long: 32k–64k tokens v2 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/long-context-consolidation-on-longbench-long-32k-64k-tokens-v2.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Batch TTT | 41.5 | Not recorded | 6a016297dbc836b87d823165 |
| Batch TTT | 41.5 | Not recorded | 6a016297dbc836b87d823165 |
| SCoL | 37 | Not recorded | 6a016297dbc836b87d823165 |
| SCoL | 37 | Not recorded | 6a016297dbc836b87d823165 |
| Summarization | 36 | Not recorded | 6a016297dbc836b87d823165 |
| Summarization | 36 | Not recorded | 6a016297dbc836b87d823165 |
| Full Context | 35.5 | Not recorded | 6a016297dbc836b87d823165 |
| Full Context | 35.5 | Not recorded | 6a016297dbc836b87d823165 |
| Base | 29.5 | Not recorded | 6a016297dbc836b87d823165 |
| Base | 29.5 | Not recorded | 6a016297dbc836b87d823165 |
| Sequential FT | 23 | Not recorded | 6a016297dbc836b87d823165 |
| Sequential FT | 23 | Not recorded | 6a016297dbc836b87d823165 |

### Batch TTT

Accuracy: 41.5. Result ID: 6a018e9747f34ce924e33fbf.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### Batch TTT

Accuracy: 41.5. Result ID: 6a018e9747f34ce924e33fd0.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

Recorded evaluation configuration: {"training":"Batch LoRA"}. This record does not assert independent reproduction.

### SCoL

Accuracy: 37. Result ID: 6a018e9747f34ce924e33fc1.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### SCoL

Accuracy: 37. Result ID: 6a018e9747f34ce924e33fd2.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### Summarization

Accuracy: 36. Result ID: 6a018e9747f34ce924e33fbe.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### Summarization

Accuracy: 36. Result ID: 6a018e9747f34ce924e33fcf.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

Recorded evaluation configuration: {"summarizer":"Kimi-K2.6"}. This record does not assert independent reproduction.

### Full Context

Accuracy: 35.5. Result ID: 6a018e9747f34ce924e33fbd.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### Full Context

Accuracy: 35.5. Result ID: 6a018e9747f34ce924e33fce.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### Base

Accuracy: 29.5. Result ID: 6a018e9747f34ce924e33fbc.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### Base

Accuracy: 29.5. Result ID: 6a018e9747f34ce924e33fcd.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### Sequential FT

Accuracy: 23. Result ID: 6a018e9747f34ce924e33fc0.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

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

### Sequential FT

Accuracy: 23. Result ID: 6a018e9747f34ce924e33fd1.

[Reporting paper](<https://www.sota2.com/research/paper/6a016297dbc836b87d823165.md>)

Recorded evaluation configuration: {"training":"Sequential LoRA"}. This record does not assert independent reproduction.

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