# Tabular Question Answering on HiTab (pass@1)

Source: [Tabular Question Answering on HiTab (pass@1)](<https://www.sota2.com/research/sota/tabular-question-answering-on-hitab-pass-at-1>)

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

Data updated: 2026-05-22T07:32:53.443Z

Evaluation of model performance on the HiTab dataset for Tabular Question Answering, measured using the pass@1 metric.

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 | Tabular Question Answering |
| Dataset (including any stated split) | HiTab |
| Metric | pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [pass@1](<https://www.sota2.com/research/sota/tabular-question-answering-on-hitab-pass-at-1.md?metric=pass%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| P-POTS+Mirror | 67.1 | Not recorded | 69253863d6b0dd334292f7b9 |
| Llama3.1-8B-Instruct | 65.39 | Not recorded | 69253863d6b0dd334292f7b9 |
| SyRM | 59.79 | Not recorded | 69253863d6b0dd334292f7b9 |

### P-POTS+Mirror

pass@1: 67.1. Result ID: 6a1006a2fbc373592c08a02b.

[Reporting paper](<https://www.sota2.com/research/paper/69253863d6b0dd334292f7b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69253863d6b0dd334292f7b9.md>)

Recorded evaluation configuration: {"Backbone":"LLaDA-8B-Instruct","Seed":"Avg"}. This record does not assert independent reproduction.

### Llama3.1-8B-Instruct

pass@1: 65.39. Result ID: 6a1006a2fbc373592c08a02d.

[Reporting paper](<https://www.sota2.com/research/paper/69253863d6b0dd334292f7b9.md>)

Recorded evaluation configuration: {"Seed":"Avg"}. This record does not assert independent reproduction.

### SyRM

pass@1: 59.79. Result ID: 6a1006a2fbc373592c08a02c.

[Reporting paper](<https://www.sota2.com/research/paper/69253863d6b0dd334292f7b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69253863d6b0dd334292f7b9.md>)

Recorded evaluation configuration: {"Backbone":"LLaDA-8B-Instruct","Seed":"42"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.