# Open-ended Question Answering on ANTIQUE (S5)

Source: [Open-ended Question Answering on ANTIQUE (S5)](<https://www.sota2.com/research/sota/open-ended-question-answering-on-antique-s5>)

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

Data updated: 2026-02-26T05:47:53.648Z

Evaluation of model performance on the ANTIQUE (S5) dataset for Open-ended Question Answering capabilities.

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 | Open-ended Question Answering |
| Dataset (including any stated split) | ANTIQUE (S5) |
| Metric | Kendall's Tau (K) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Kendall's Tau (K)](<https://www.sota2.com/research/sota/open-ended-question-answering-on-antique-s5.md?metric=Kendall%27s%20Tau%20(K)>): Higher is better; unit: SCALAR.

- [Spearman's Rho (S)](<https://www.sota2.com/research/sota/open-ended-question-answering-on-antique-s5.md?metric=Spearman%27s%20Rho%20(S)>): Higher is better; unit: SCALAR.

- [RBO (p=0.5)](<https://www.sota2.com/research/sota/open-ended-question-answering-on-antique-s5.md?metric=RBO%20(p%3D0.5)>): Higher is better; unit: SCALAR.

- [RBO (p=0.9)](<https://www.sota2.com/research/sota/open-ended-question-answering-on-antique-s5.md?metric=RBO%20(p%3D0.9)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Kendall's Tau (K) | Result date | Report paper |
| --- | --- | --- | --- |
| MinosEval | 65.97 | Not recorded | 68fa797f1e209131cea7dd11 |
| MinosEval | 64.93 | Not recorded | 68fa797f1e209131cea7dd11 |
| Pairwise | 63.53 | Not recorded | 68fa797f1e209131cea7dd11 |
| Listwise | 62.55 | Not recorded | 68fa797f1e209131cea7dd11 |
| LINKAGE | 52.65 | Not recorded | 68fa797f1e209131cea7dd11 |
| Pointwise | 50.36 | Not recorded | 68fa797f1e209131cea7dd11 |
| BEM | 39.75 | Not recorded | 68fa797f1e209131cea7dd11 |
| PEDANTS | 37.85 | Not recorded | 68fa797f1e209131cea7dd11 |
| BERTScore | 29.56 | Not recorded | 68fa797f1e209131cea7dd11 |
| BLEU | 26.08 | Not recorded | 68fa797f1e209131cea7dd11 |
| ROUGE-L | 22.51 | Not recorded | 68fa797f1e209131cea7dd11 |

### MinosEval

Kendall's Tau (K): 65.97. Result ID: 698b4feb8d67a41d0a6cfcc1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Implementation](<https://github.com/JOHNNY-fans/MinosEval>)

Recorded evaluation configuration: {"manual\_classification":true}. This record does not assert independent reproduction.

### MinosEval

Kendall's Tau (K): 64.93. Result ID: 698b4feb8d67a41d0a6cfcc0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Implementation](<https://github.com/JOHNNY-fans/MinosEval>)

Recorded evaluation configuration: {"manual\_classification":false}. This record does not assert independent reproduction.

### Pairwise

Kendall's Tau (K): 63.53. Result ID: 698b4feb8d67a41d0a6cfcbd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78081e209131cea76714.md>)

Recorded evaluation configuration: {"type":"Naive LLM Evaluation"}. This record does not assert independent reproduction.

### Listwise

Kendall's Tau (K): 62.55. Result ID: 698b4feb8d67a41d0a6cfcbe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

Recorded evaluation configuration: {"type":"Naive LLM Evaluation"}. This record does not assert independent reproduction.

### LINKAGE

Kendall's Tau (K): 52.65. Result ID: 698b4feb8d67a41d0a6cfcbf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f71e209131cea64ef3.md>)

Recorded evaluation configuration: {"type":"Others"}. This record does not assert independent reproduction.

### Pointwise

Kendall's Tau (K): 50.36. Result ID: 698b4feb8d67a41d0a6cfcbc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f6b1e209131cea4574f.md>)

Recorded evaluation configuration: {"type":"Naive LLM Evaluation"}. This record does not assert independent reproduction.

### BEM

Kendall's Tau (K): 39.75. Result ID: 698b4feb8d67a41d0a6cfcba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbb1e209131cea3bad4.md>)

Recorded evaluation configuration: {"type":"LM-based Metrics"}. This record does not assert independent reproduction.

### PEDANTS

Kendall's Tau (K): 37.85. Result ID: 698b4feb8d67a41d0a6cfcbb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75371e209131cea66805.md>)

Recorded evaluation configuration: {"type":"LM-based Metrics"}. This record does not assert independent reproduction.

### BERTScore

Kendall's Tau (K): 29.56. Result ID: 698b4feb8d67a41d0a6cfcb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67171e209131cea140d5.md>)

Recorded evaluation configuration: {"type":"LM-based Metrics"}. This record does not assert independent reproduction.

### BLEU

Kendall's Tau (K): 26.08. Result ID: 698b4feb8d67a41d0a6cfcb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

Recorded evaluation configuration: {"type":"Automatic Metrics"}. This record does not assert independent reproduction.

### ROUGE-L

Kendall's Tau (K): 22.51. Result ID: 698b4feb8d67a41d0a6cfcb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa797f1e209131cea7dd11.md>)

Recorded evaluation configuration: {"type":"Automatic Metrics"}. This record does not assert independent reproduction.

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