# Table-to-Text Generation on RotoWire-FG

Source: [Table-to-Text Generation on RotoWire-FG](<https://www.sota2.com/research/sota/table-to-text-generation-on-rotowire-fg>)

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

Data updated: 2026-04-30T07:32:39.773Z

Evaluation of Table-to-Text Generation performance on the RotoWire-FG dataset, assessed using metrics such as RG, CS, and CO DLD scores.

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) | RotoWire-FG |
| Metric | RG Score |
| 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 Score](<https://www.sota2.com/research/sota/table-to-text-generation-on-rotowire-fg.md?metric=RG%20Score>): Higher is better; unit: SCALAR.

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

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

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

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

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

## Recorded results

| Method | RG Score | Result date | Report paper |
| --- | --- | --- | --- |
| Chain-of-Thought | 49.29 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Zero-shot | 47.13 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Tree-of-Thought | 45.73 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Few-shot | 42.94 | Not recorded | 69f2e23355a3c32af89fc7dd |
| One-shot | 42.9 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Chain-of-Table | 36.94 | Not recorded | 69f2e23355a3c32af89fc7dd |
| Tree-of-Text | 34.68 | Not recorded | 69f2e23355a3c32af89fc7dd |

### Chain-of-Thought

RG Score: 49.29. Result ID: 69f3056c47f34ce924d91de0.

[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":"7.76","Cost":"0.61"}. This record does not assert independent reproduction.

### Zero-shot

RG Score: 47.13. Result ID: 69f3056c47f34ce924d91ddd.

[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":"5.59","Cost":"0.63"}. This record does not assert independent reproduction.

### Tree-of-Thought

RG Score: 45.73. Result ID: 69f3056c47f34ce924d91de1.

[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":"54.62","Cost":"8.18"}. This record does not assert independent reproduction.

### Few-shot

RG Score: 42.94. Result ID: 69f3056c47f34ce924d91ddf.

[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":"5.38","Cost":"1.48"}. This record does not assert independent reproduction.

### One-shot

RG Score: 42.9. Result ID: 69f3056c47f34ce924d91dde.

[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":"5.07","Cost":"0.90"}. This record does not assert independent reproduction.

### Chain-of-Table

RG Score: 36.94. Result ID: 69f3056c47f34ce924d91de2.

[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":"63.75","Cost":"12.54"}. This record does not assert independent reproduction.

### Tree-of-Text

RG Score: 34.68. Result ID: 69f3056c47f34ce924d91de3.

[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":"33.56","Cost":"7.69"}. This record does not assert independent reproduction.

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