# Interpretation Script Generation on Human Evaluation 10 book excerpts

Source: [Interpretation Script Generation on Human Evaluation 10 book excerpts](<https://www.sota2.com/research/sota/interpretation-script-generation-on-human-evaluation-10-book-excerpts>)

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

Data updated: 2026-02-26T06:04:23.401Z

Human evaluation benchmark assessing the quality of generated interpretation scripts based on 10 book excerpts, measured by metrics such as Simplification, Completeness, Accuracy, and Cohesion.

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 | Interpretation Script Generation |
| Dataset (including any stated split) | Human Evaluation 10 book excerpts |
| Metric | Simplification |
| Unit | SCALAR |
| 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

- [Simplification](<https://www.sota2.com/research/sota/interpretation-script-generation-on-human-evaluation-10-book-excerpts.md?metric=Simplification>): Higher is better; unit: SCALAR.

- [Completeness](<https://www.sota2.com/research/sota/interpretation-script-generation-on-human-evaluation-10-book-excerpts.md?metric=Completeness>): Higher is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/interpretation-script-generation-on-human-evaluation-10-book-excerpts.md?metric=Accuracy>): Higher is better; unit: SCALAR.

- [Cohesion](<https://www.sota2.com/research/sota/interpretation-script-generation-on-human-evaluation-10-book-excerpts.md?metric=Cohesion>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Simplification | Result date | Report paper |
| --- | --- | --- | --- |
| FD | 5 | Not recorded | 69535c9553fdd5c36173daa5 |
| AI4Reading | 5 | Not recorded | 69535c9553fdd5c36173daa5 |
| FD | 5 | Not recorded | 69535c9553fdd5c36173daa5 |
| AI4Reading | 4.8 | Not recorded | 69535c9553fdd5c36173daa5 |
| AI4Reading | 4.6 | Not recorded | 69535c9553fdd5c36173daa5 |
| AI4Reading | 4.6 | Not recorded | 69535c9553fdd5c36173daa5 |
| AI4Reading | 4.6 | Not recorded | 69535c9553fdd5c36173daa5 |
| FD | 4.4 | Not recorded | 69535c9553fdd5c36173daa5 |
| FD | 4.2 | Not recorded | 69535c9553fdd5c36173daa5 |
| AI4Reading | 4.2 | Not recorded | 69535c9553fdd5c36173daa5 |
| FD | 4 | Not recorded | 69535c9553fdd5c36173daa5 |
| FD | 3.6 | Not recorded | 69535c9553fdd5c36173daa5 |

### FD

Simplification: 5. Result ID: 6996ac5d5698665ec4f67251.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"3"}. This record does not assert independent reproduction.

### AI4Reading

Simplification: 5. Result ID: 6996ac5d5698665ec4f67252.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"3"}. This record does not assert independent reproduction.

### FD

Simplification: 5. Result ID: 6996ac5d5698665ec4f67253.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"4"}. This record does not assert independent reproduction.

### AI4Reading

Simplification: 4.8. Result ID: 6996ac5d5698665ec4f67254.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"4"}. This record does not assert independent reproduction.

### AI4Reading

Simplification: 4.6. Result ID: 6996ac5d5698665ec4f67250.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"2"}. This record does not assert independent reproduction.

### AI4Reading

Simplification: 4.6. Result ID: 6996ac5d5698665ec4f67256.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"5"}. This record does not assert independent reproduction.

### AI4Reading

Simplification: 4.6. Result ID: 6996ac5d5698665ec4f67258.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"Average"}. This record does not assert independent reproduction.

### FD

Simplification: 4.4. Result ID: 6996ac5d5698665ec4f67257.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"Average"}. This record does not assert independent reproduction.

### FD

Simplification: 4.2. Result ID: 6996ac5d5698665ec4f6724d.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

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

### AI4Reading

Simplification: 4.2. Result ID: 6996ac5d5698665ec4f6724e.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

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

### FD

Simplification: 4. Result ID: 6996ac5d5698665ec4f6724f.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"2"}. This record does not assert independent reproduction.

### FD

Simplification: 3.6. Result ID: 6996ac5d5698665ec4f67255.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9553fdd5c36173daa5.md>)

Recorded evaluation configuration: {"Annotator":"5"}. This record does not assert independent reproduction.

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