# Hybrid Decision Gate on CONCORD Evaluation Set

Source: [Hybrid Decision Gate on CONCORD Evaluation Set](<https://www.sota2.com/research/sota/hybrid-decision-gate-on-concord-evaluation-set>)

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

Data updated: 2026-04-16T07:24:14.681Z

Evaluation of model performance on the CONCORD Evaluation Set focusing on Hybrid Decision Gate capabilities, measured by True Negative Rate (TNR) and True Positive Rate (TPR).

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 | Hybrid Decision Gate |
| Dataset (including any stated split) | CONCORD Evaluation Set |
| Metric | TNR |
| 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

- [TNR](<https://www.sota2.com/research/sota/hybrid-decision-gate-on-concord-evaluation-set.md?metric=TNR>): Higher is better; unit: PERCENT.

- [TPR](<https://www.sota2.com/research/sota/hybrid-decision-gate-on-concord-evaluation-set.md?metric=TPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | TNR | Result date | Report paper |
| --- | --- | --- | --- |
| CONCORD | 97 | Not recorded | 69e06d1b7d0172140ec7cab7 |
| CoT-SR | 94 | Not recorded | 69e06d1b7d0172140ec7cab7 |
| Zero-shot LLM | 66.5 | Not recorded | 69e06d1b7d0172140ec7cab7 |

### CONCORD

TNR: 97. Result ID: 69e08e9e47f34ce924c96eb1.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d1b7d0172140ec7cab7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06d1b7d0172140ec7cab7.md>)

Recorded evaluation configuration: {"framework":"CONCORD"}. This record does not assert independent reproduction.

### CoT-SR

TNR: 94. Result ID: 69e08e9e47f34ce924c96eb0.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d1b7d0172140ec7cab7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cc1e209131cea4d38e.md>)

[Implementation](<https://github.com/noahshinn024/reflexion>)

Recorded evaluation configuration: {"strategy":"Chain of Thought with Sentence Retrieval","status":"SOTA"}. This record does not assert independent reproduction.

### Zero-shot LLM

TNR: 66.5. Result ID: 69e08e9e47f34ce924c96eaf.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d1b7d0172140ec7cab7.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

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