# Table overlap ratio estimation on RealEstate (test)

Source: [Table overlap ratio estimation on RealEstate (test)](<https://www.sota2.com/research/sota/table-overlap-ratio-estimation-on-realestate-test>)

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

Data updated: 2026-07-07T08:10:32.445Z

Evaluation of Table overlap ratio estimation performance on the test split of the RealEstate dataset, measured using MAE.

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 overlap ratio estimation |
| Dataset (including any stated split) | RealEstate (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower 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

- [MAE](<https://www.sota2.com/research/sota/table-overlap-ratio-estimation-on-realestate-test.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| ALORE | 0.144 | Not recorded | 6a4c87e085dba69fef8b237b |
| ALORE | 0.183 | Not recorded | 6a4c87e085dba69fef8b237b |
| TURL | 0.241 | Not recorded | 6a4c87e085dba69fef8b237b |
| BERT-HT | 0.244 | Not recorded | 6a4c87e085dba69fef8b237b |
| RoBERTa-HT | 0.251 | Not recorded | 6a4c87e085dba69fef8b237b |
| TURL | 0.265 | Not recorded | 6a4c87e085dba69fef8b237b |
| BERT-HT | 0.266 | Not recorded | 6a4c87e085dba69fef8b237b |
| RoBERTa-T | 0.271 | Not recorded | 6a4c87e085dba69fef8b237b |
| RoBERTa-T | 0.29 | Not recorded | 6a4c87e085dba69fef8b237b |
| RoBERTa-HT | 0.293 | Not recorded | 6a4c87e085dba69fef8b237b |
| BERT-T | 0.297 | Not recorded | 6a4c87e085dba69fef8b237b |
| BERT-T | 0.331 | Not recorded | 6a4c87e085dba69fef8b237b |
| Armadillo | 0.462 | Not recorded | 6a4c87e085dba69fef8b237b |
| Armadillo | 0.465 | Not recorded | 6a4c87e085dba69fef8b237b |
| RoBERTa-R | 0.467 | Not recorded | 6a4c87e085dba69fef8b237b |
| RoBERTa-R | 0.467 | Not recorded | 6a4c87e085dba69fef8b237b |
| BERT-R | 0.47 | Not recorded | 6a4c87e085dba69fef8b237b |
| BERT-R | 0.471 | Not recorded | 6a4c87e085dba69fef8b237b |

### ALORE

MAE: 0.144. Result ID: 6a4cb45d60b88bb339c8349a.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### ALORE

MAE: 0.183. Result ID: 6a4cb45d60b88bb339c83499.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### TURL

MAE: 0.241. Result ID: 6a4cb45d60b88bb339c83495.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d51e209131cea1e7dc.md>)

[Implementation](<https://github.com/sunlab-osu/TURL>)

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### BERT-HT

MAE: 0.244. Result ID: 6a4cb45d60b88bb339c8348d.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### RoBERTa-HT

MAE: 0.251. Result ID: 6a4cb45d60b88bb339c83493.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

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

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### TURL

MAE: 0.265. Result ID: 6a4cb45d60b88bb339c83496.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d51e209131cea1e7dc.md>)

[Implementation](<https://github.com/sunlab-osu/TURL>)

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### BERT-HT

MAE: 0.266. Result ID: 6a4cb45d60b88bb339c8348e.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### RoBERTa-T

MAE: 0.271. Result ID: 6a4cb45d60b88bb339c83492.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

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

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### RoBERTa-T

MAE: 0.29. Result ID: 6a4cb45d60b88bb339c83491.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

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

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### RoBERTa-HT

MAE: 0.293. Result ID: 6a4cb45d60b88bb339c83494.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

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

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### BERT-T

MAE: 0.297. Result ID: 6a4cb45d60b88bb339c8348b.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### BERT-T

MAE: 0.331. Result ID: 6a4cb45d60b88bb339c8348c.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### Armadillo

MAE: 0.462. Result ID: 6a4cb45d60b88bb339c83498.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### Armadillo

MAE: 0.465. Result ID: 6a4cb45d60b88bb339c83497.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### RoBERTa-R

MAE: 0.467. Result ID: 6a4cb45d60b88bb339c8348f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

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

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### RoBERTa-R

MAE: 0.467. Result ID: 6a4cb45d60b88bb339c83490.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

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

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### BERT-R

MAE: 0.47. Result ID: 6a4cb45d60b88bb339c83489.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Source domain (training set)":"Wiki","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

### BERT-R

MAE: 0.471. Result ID: 6a4cb45d60b88bb339c8348a.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e085dba69fef8b237b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Source domain (training set)":"Git","Zero-shot evaluation":"true"}. This record does not assert independent reproduction.

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