# Feature Attribution on Rotten Tomatoes fine-tuned

Source: [Feature Attribution on Rotten Tomatoes fine-tuned](<https://www.sota2.com/research/sota/feature-attribution-on-rotten-tomatoes-fine-tuned>)

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

Data updated: 2026-02-26T05:48:10.856Z

Evaluation of Feature Attribution performance on the fine-tuned Rotten Tomatoes dataset, measured by LO, Comp, and Suff metrics.

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 | Feature Attribution |
| Dataset (including any stated split) | Rotten Tomatoes fine-tuned |
| Metric | LO |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [LO](<https://www.sota2.com/research/sota/feature-attribution-on-rotten-tomatoes-fine-tuned.md?metric=LO>): Higher is better; unit: SCALAR.

- [Comp](<https://www.sota2.com/research/sota/feature-attribution-on-rotten-tomatoes-fine-tuned.md?metric=Comp>): Higher is better; unit: SCALAR.

- [Suff](<https://www.sota2.com/research/sota/feature-attribution-on-rotten-tomatoes-fine-tuned.md?metric=Suff>): Higher is better; unit: SCALAR.

## Recorded results

| Method | LO | Result date | Report paper |
| --- | --- | --- | --- |
| Grad\*Inp | -0.121 | Not recorded | 68fa6f7d1e209131cea45ecb |
| DeepLift | -0.163 | Not recorded | 68fa6f7d1e209131cea45ecb |
| Grad\*Inp | -0.257 | Not recorded | 68fa6f7d1e209131cea45ecb |
| DeepLift | -0.332 | Not recorded | 68fa6f7d1e209131cea45ecb |
| GradientShap | -0.389 | Not recorded | 68fa6f7d1e209131cea45ecb |
| DIG | -0.426 | Not recorded | 68fa6f7d1e209131cea45ecb |
| Grad\*Inp | -0.438 | Not recorded | 68fa6f7d1e209131cea45ecb |
| GradientShap | -0.452 | Not recorded | 68fa6f7d1e209131cea45ecb |
| DeepLift | -0.452 | Not recorded | 68fa6f7d1e209131cea45ecb |
| DIG | -0.487 | Not recorded | 68fa6f7d1e209131cea45ecb |
| SIG | -0.533 | Not recorded | 68fa6f7d1e209131cea45ecb |
| IG | -0.54 | Not recorded | 68fa6f7d1e209131cea45ecb |
| GradientShap | -0.715 | Not recorded | 68fa6f7d1e209131cea45ecb |
| IG | -0.787 | Not recorded | 68fa6f7d1e209131cea45ecb |
| SIG | -0.869 | Not recorded | 68fa6f7d1e209131cea45ecb |
| DIG | -1.05 | Not recorded | 68fa6f7d1e209131cea45ecb |
| IG | -1.19 | Not recorded | 68fa6f7d1e209131cea45ecb |
| SIG | -1.52 | Not recorded | 68fa6f7d1e209131cea45ecb |

### Grad\*Inp

LO: -0.121. Result ID: 6990c4db3a6c31484903202a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fdf64.md>)

Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction.

### DeepLift

LO: -0.163. Result ID: 6990c4db3a6c31484903202b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66811e209131cea10ba6.md>)

Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction.

### Grad\*Inp

LO: -0.257. Result ID: 6990c4db3a6c314849032024.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fdf64.md>)

Recorded evaluation configuration: {"Model":"DistilBERT"}. This record does not assert independent reproduction.

### DeepLift

LO: -0.332. Result ID: 6990c4db3a6c314849032025.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66811e209131cea10ba6.md>)

Recorded evaluation configuration: {"Model":"DistilBERT"}. This record does not assert independent reproduction.

### GradientShap

LO: -0.389. Result ID: 6990c4db3a6c31484903202c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

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

Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction.

### DIG

LO: -0.426. Result ID: 6990c4db3a6c31484903202e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab01e209131cea29c3b.md>)

Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction.

### Grad\*Inp

LO: -0.438. Result ID: 6990c4db3a6c314849032030.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fdf64.md>)

Recorded evaluation configuration: {"Model":"BERT"}. This record does not assert independent reproduction.

### GradientShap

LO: -0.452. Result ID: 6990c4db3a6c314849032026.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

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

Recorded evaluation configuration: {"Model":"DistilBERT"}. This record does not assert independent reproduction.

### DeepLift

LO: -0.452. Result ID: 6990c4db3a6c314849032031.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66811e209131cea10ba6.md>)

Recorded evaluation configuration: {"Model":"BERT"}. This record does not assert independent reproduction.

### DIG

LO: -0.487. Result ID: 6990c4db3a6c314849032028.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab01e209131cea29c3b.md>)

Recorded evaluation configuration: {"Model":"DistilBERT"}. This record does not assert independent reproduction.

### SIG

LO: -0.533. Result ID: 6990c4db3a6c314849032029.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Implementation](<https://github.com/josephenguehard/time_interpret>)

Recorded evaluation configuration: {"Model":"DistilBERT"}. This record does not assert independent reproduction.

### IG

LO: -0.54. Result ID: 6990c4db3a6c314849032027.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6bd.md>)

Recorded evaluation configuration: {"Model":"DistilBERT"}. This record does not assert independent reproduction.

### GradientShap

LO: -0.715. Result ID: 6990c4db3a6c314849032032.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

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

Recorded evaluation configuration: {"Model":"BERT"}. This record does not assert independent reproduction.

### IG

LO: -0.787. Result ID: 6990c4db3a6c31484903202d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6bd.md>)

Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction.

### SIG

LO: -0.869. Result ID: 6990c4db3a6c31484903202f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Implementation](<https://github.com/josephenguehard/time_interpret>)

Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction.

### DIG

LO: -1.05. Result ID: 6990c4db3a6c314849032034.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab01e209131cea29c3b.md>)

Recorded evaluation configuration: {"Model":"BERT"}. This record does not assert independent reproduction.

### IG

LO: -1.19. Result ID: 6990c4db3a6c314849032033.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6bd.md>)

Recorded evaluation configuration: {"Model":"BERT"}. This record does not assert independent reproduction.

### SIG

LO: -1.52. Result ID: 6990c4db3a6c314849032035.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ecb.md>)

[Implementation](<https://github.com/josephenguehard/time_interpret>)

Recorded evaluation configuration: {"Model":"BERT"}. This record does not assert independent reproduction.

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