# Context Traceback on QMSum LongBench

Source: [Context Traceback on QMSum LongBench](<https://www.sota2.com/research/sota/context-traceback-on-qmsum-longbench>)

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

Data updated: 2026-04-14T07:05:04.488Z

Evaluation of model performance on the QMSum LongBench dataset for Context Traceback analysis, measured by Precision, Recall, and Cost.

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 Traceback |
| Dataset (including any stated split) | QMSum LongBench |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/context-traceback-on-qmsum-longbench.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/context-traceback-on-qmsum-longbench.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Cost (s)](<https://www.sota2.com/research/sota/context-traceback-on-qmsum-longbench.md?metric=Cost%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| AttnTrace | 99 | Not recorded | 68fa7a711e209131cea833bb |
| STC | 98 | Not recorded | 68fa7a711e209131cea833bb |
| TracLLM | 98 | Not recorded | 68fa7a711e209131cea833bb |
| AT2 | 95 | Not recorded | 68fa7a711e209131cea833bb |
| LIME/CC | 90 | Not recorded | 68fa7a711e209131cea833bb |
| DAA | 81 | Not recorded | 68fa7a711e209131cea833bb |
| Shapley | 79 | Not recorded | 68fa7a711e209131cea833bb |
| Self-C | 21 | Not recorded | 68fa7a711e209131cea833bb |
| LOO | 19 | Not recorded | 68fa7a711e209131cea833bb |
| Gradient | 8 | Not recorded | 68fa7a711e209131cea833bb |

### AttnTrace

Precision: 99. Result ID: 69dde70547f34ce924c4d60f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### STC

Precision: 98. Result ID: 69dde70547f34ce924c4d60a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64dc1e209131cea06cb9.md>)

[Implementation](<https://github.com/pytorch/vision>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### TracLLM

Precision: 98. Result ID: 69dde70547f34ce924c4d60e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### AT2

Precision: 95. Result ID: 69dde70547f34ce924c4d608.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78201e209131cea76e4b.md>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### LIME/CC

Precision: 90. Result ID: 69dde70547f34ce924c4d60d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c91e209131cea63cc3.md>)

[Implementation](<https://github.com/MadryLab/context-cite>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### DAA

Precision: 81. Result ID: 69dde70547f34ce924c4d607.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### Shapley

Precision: 79. Result ID: 69dde70547f34ce924c4d60c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d01e209131cea00e17.md>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### Self-C

Precision: 21. Result ID: 69dde70547f34ce924c4d609.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea35895.md>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### LOO

Precision: 19. Result ID: 69dde70547f34ce924c4d60b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

### Gradient

Precision: 8. Result ID: 69dde70547f34ce924c4d606.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a711e209131cea833bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa614c1e209131ce9f38a9.md>)

Recorded evaluation configuration: {"LLM":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction.

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