# Long-context Reasoning on BAMBOO 16k

Source: [Long-context Reasoning on BAMBOO 16k](<https://www.sota2.com/research/sota/long-context-reasoning-on-bamboo-16k>)

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

Data updated: 2026-02-26T05:34:53.514Z

Evaluation of model performance on Long-context Reasoning tasks using the BAMBOO 16k dataset, reporting component scores including AltQA, Meet, Paper, and overall Average.

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 Reasoning |
| Dataset (including any stated split) | BAMBOO 16k |
| Metric | AltQA Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [AltQA Score](<https://www.sota2.com/research/sota/long-context-reasoning-on-bamboo-16k.md?metric=AltQA%20Score>): Higher is better; unit: PERCENT.

- [Meet Score](<https://www.sota2.com/research/sota/long-context-reasoning-on-bamboo-16k.md?metric=Meet%20Score>): Higher is better; unit: PERCENT.

- [Paper Score](<https://www.sota2.com/research/sota/long-context-reasoning-on-bamboo-16k.md?metric=Paper%20Score>): Higher is better; unit: PERCENT.

- [Overall Avg Score](<https://www.sota2.com/research/sota/long-context-reasoning-on-bamboo-16k.md?metric=Overall%20Avg%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AltQA Score | Result date | Report paper |
| --- | --- | --- | --- |
| DRIFT | 41.5 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| LLMLingua-2 | 40 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| Mistral-7B-v0.2 | 40 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| DRIFT | 37 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| DRIFT | 36 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| DRIFT | 36 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| Qwen2.5-Instruct-7B | 36 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| NaiveRAG | 34.5 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| COCOM | 30.5 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| COCOM | 25.5 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| xRAG | 25 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| ICAE | 21.5 | Not recorded | 698c0d2fc97a0b3e3b5e127a |
| COCOM | 15 | Not recorded | 698c0d2fc97a0b3e3b5e127a |

### DRIFT

AltQA Score: 41.5. Result ID: 69963c455698665ec47f407a.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

Recorded evaluation configuration: {"Comp. Ratio":"32×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### LLMLingua-2

AltQA Score: 40. Result ID: 69963c455698665ec47f4073.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74701e209131cea61cb2.md>)

[Implementation](<https://aka.ms/LLMLingua-2>)

Recorded evaluation configuration: {"Comp. Ratio":"3×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### Mistral-7B-v0.2

AltQA Score: 40. Result ID: 69963c455698665ec47f407e.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Comp. Ratio":"1×"}. This record does not assert independent reproduction.

### DRIFT

AltQA Score: 37. Result ID: 69963c455698665ec47f407d.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

Recorded evaluation configuration: {"Comp. Ratio":"32×","Backbone":"Qwen2.5-Instruct-7B"}. This record does not assert independent reproduction.

### DRIFT

AltQA Score: 36. Result ID: 69963c455698665ec47f407b.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

Recorded evaluation configuration: {"Comp. Ratio":"64×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### DRIFT

AltQA Score: 36. Result ID: 69963c455698665ec47f407c.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

Recorded evaluation configuration: {"Comp. Ratio":"128×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### Qwen2.5-Instruct-7B

AltQA Score: 36. Result ID: 69963c455698665ec47f407f.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Comp. Ratio":"1×"}. This record does not assert independent reproduction.

### NaiveRAG

AltQA Score: 34.5. Result ID: 69963c455698665ec47f4074.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

Recorded evaluation configuration: {"Comp. Ratio":"-","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### COCOM

AltQA Score: 30.5. Result ID: 69963c455698665ec47f4077.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67be1.md>)

Recorded evaluation configuration: {"Comp. Ratio":"4×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### COCOM

AltQA Score: 25.5. Result ID: 69963c455698665ec47f4078.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67be1.md>)

Recorded evaluation configuration: {"Comp. Ratio":"16×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### xRAG

AltQA Score: 25. Result ID: 69963c455698665ec47f4075.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b55d.md>)

Recorded evaluation configuration: {"Comp. Ratio":"128×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### ICAE

AltQA Score: 21.5. Result ID: 69963c455698665ec47f4076.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732c1e209131cea5aeec.md>)

Recorded evaluation configuration: {"Comp. Ratio":"4×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

### COCOM

AltQA Score: 15. Result ID: 69963c455698665ec47f4079.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d2fc97a0b3e3b5e127a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67be1.md>)

Recorded evaluation configuration: {"Comp. Ratio":"128×","Backbone":"Mistral-7B-v0.2"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
