# Table-to-Text Generation on ShuttleSet+

Source: [Table-to-Text Generation on ShuttleSet+](<https://www.sota2.com/research/sota/table-to-text-generation-on-shuttleset-plus>)

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

Data updated: 2026-04-30T07:32:39.730Z

Evaluation of Table-to-Text Generation performance on the ShuttleSet+ dataset, assessed using metrics such as RG #, CS F%, and CO DLD%.

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 | Table-to-Text Generation |
| Dataset (including any stated split) | ShuttleSet+ |
| Metric | RG # |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [RG #](<https://www.sota2.com/research/sota/table-to-text-generation-on-shuttleset-plus.md?metric=RG%20%23>): Higher is better; unit: SCALAR.

- [RG Recall (%)](<https://www.sota2.com/research/sota/table-to-text-generation-on-shuttleset-plus.md?metric=RG%20Recall%20(%25)>): Higher is better; unit: PERCENT.

- [CS Precision (%)](<https://www.sota2.com/research/sota/table-to-text-generation-on-shuttleset-plus.md?metric=CS%20Precision%20(%25)>): Higher is better; unit: PERCENT.

- [CS Recall (%)](<https://www.sota2.com/research/sota/table-to-text-generation-on-shuttleset-plus.md?metric=CS%20Recall%20(%25)>): Higher is better; unit: PERCENT.

- [CS F1 Score (%)](<https://www.sota2.com/research/sota/table-to-text-generation-on-shuttleset-plus.md?metric=CS%20F1%20Score%20(%25)>): Higher is better; unit: PERCENT.

- [CO DLD Score (%)](<https://www.sota2.com/research/sota/table-to-text-generation-on-shuttleset-plus.md?metric=CO%20DLD%20Score%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | RG # | Result date | Report paper |
| --- | --- | --- | --- |
| Tree-of-Text | 16.78 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Chain-of-Table | 15.89 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Zero-shot | 14 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Few-shot | 13.78 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Tree-of-Thought | 13.67 | Not recorded | 69f2e23355a3c32af89fc7dd |
| One-shot | 13.56 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Chain-of-Thought | 12.33 | Not recorded | 69f2e23355a3c32af89fc7dd |

### Tree-of-Text

RG #: 16.78. Result ID: 69f3056c47f34ce924d91ddc.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e23355a3c32af89fc7dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f2e23355a3c32af89fc7dd.md>)

Recorded evaluation configuration: {"Time":"29.04","Cost":"5.71"}. This record does not assert independent reproduction.

### Chain-of-Table

RG #: 15.89. Result ID: 69f3056c47f34ce924d91ddb.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e23355a3c32af89fc7dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d71e209131cea534db.md>)

Recorded evaluation configuration: {"Time":"73.67","Cost":"14.44"}. This record does not assert independent reproduction.

### Zero-shot

RG #: 14. Result ID: 69f3056c47f34ce924d91dd6.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e23355a3c32af89fc7dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d53.md>)

[Implementation](<https://github.com/openai/gpt-3/blob/master/overlap_frequency.md>)

Recorded evaluation configuration: {"Time":"7.53","Cost":"0.86"}. This record does not assert independent reproduction.

### Few-shot

RG #: 13.78. Result ID: 69f3056c47f34ce924d91dd8.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e23355a3c32af89fc7dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d53.md>)

[Implementation](<https://github.com/openai/gpt-3/blob/master/overlap_frequency.md>)

Recorded evaluation configuration: {"Time":"6.00","Cost":"2.20"}. This record does not assert independent reproduction.

### Tree-of-Thought

RG #: 13.67. Result ID: 69f3056c47f34ce924d91dda.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e23355a3c32af89fc7dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71551e209131cea50930.md>)

[Implementation](<https://github.com/princeton-nlp/tree-of-thought-llm>)

Recorded evaluation configuration: {"Time":"63.11","Cost":"9.62"}. This record does not assert independent reproduction.

### One-shot

RG #: 13.56. Result ID: 69f3056c47f34ce924d91dd7.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e23355a3c32af89fc7dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d53.md>)

[Implementation](<https://github.com/openai/gpt-3/blob/master/overlap_frequency.md>)

Recorded evaluation configuration: {"Time":"6.59","Cost":"1.12"}. This record does not assert independent reproduction.

### Chain-of-Thought

RG #: 12.33. Result ID: 69f3056c47f34ce924d91dd9.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e23355a3c32af89fc7dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: {"Time":"6.68","Cost":"0.81"}. This record does not assert independent reproduction.

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