# Reasoning on BIG-Bench Hard (5 subtasks full)

Source: [Reasoning on BIG-Bench Hard (5 subtasks full)](<https://www.sota2.com/research/sota/reasoning-on-big-bench-hard-5-subtasks-full>)

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

Data updated: 2026-05-11T10:03:04.700Z

Evaluation of model performance on Reasoning tasks using the specific 5 subtasks subset of the BIG-Bench Hard suite, measured by Accuracy and Gap (NT-T).

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 | Reasoning |
| Dataset (including any stated split) | BIG-Bench Hard 5 subtasks (full) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/reasoning-on-big-bench-hard-5-subtasks-full.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Gap (NT-T)](<https://www.sota2.com/research/sota/reasoning-on-big-bench-hard-5-subtasks-full.md?metric=Gap%20(NT-T)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Thinking | 86 | Not recorded | 6a0162b8dbc836b87d8232fd |
| Nothink | 75.1 | Not recorded | 6a0162b8dbc836b87d8232fd |
| Nothink | 75.1 | Not recorded | 6a0162b8dbc836b87d8232fd |
| Thinking | 73.6 | Not recorded | 6a0162b8dbc836b87d8232fd |
| Nothink | 66.4 | Not recorded | 6a0162b8dbc836b87d8232fd |
| Nothink | 49.9 | Not recorded | 6a0162b8dbc836b87d8232fd |
| Thinking | 45.8 | Not recorded | 6a0162b8dbc836b87d8232fd |
| Thinking | 16.6 | Not recorded | 6a0162b8dbc836b87d8232fd |

### Thinking

Accuracy: 86. Result ID: 6a01a95847f34ce924e40f7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

Recorded evaluation configuration: {"Budget":"2048","Backbone":"Qwen3-8B","Thinking Mode":"True"}. This record does not assert independent reproduction.

### Nothink

Accuracy: 75.1. Result ID: 6a01a95847f34ce924e40f79.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

Recorded evaluation configuration: {"Budget":"1024","Backbone":"Qwen3-8B","Thinking Mode":"False"}. This record does not assert independent reproduction.

### Nothink

Accuracy: 75.1. Result ID: 6a01a95847f34ce924e40f7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

Recorded evaluation configuration: {"Budget":"2048","Backbone":"Qwen3-8B","Thinking Mode":"False"}. This record does not assert independent reproduction.

### Thinking

Accuracy: 73.6. Result ID: 6a01a95847f34ce924e40f7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

Recorded evaluation configuration: {"Budget":"1024","Backbone":"Qwen3-8B","Thinking Mode":"True"}. This record does not assert independent reproduction.

### Nothink

Accuracy: 66.4. Result ID: 6a01a95847f34ce924e40f77.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

Recorded evaluation configuration: {"Budget":"512","Backbone":"Qwen3-8B","Thinking Mode":"False"}. This record does not assert independent reproduction.

### Nothink

Accuracy: 49.9. Result ID: 6a01a95847f34ce924e40f75.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

Recorded evaluation configuration: {"Budget":"256","Backbone":"Qwen3-8B","Thinking Mode":"False"}. This record does not assert independent reproduction.

### Thinking

Accuracy: 45.8. Result ID: 6a01a95847f34ce924e40f78.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

Recorded evaluation configuration: {"Budget":"512","Backbone":"Qwen3-8B","Thinking Mode":"True"}. This record does not assert independent reproduction.

### Thinking

Accuracy: 16.6. Result ID: 6a01a95847f34ce924e40f76.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b8dbc836b87d8232fd.md>)

Recorded evaluation configuration: {"Budget":"256","Backbone":"Qwen3-8B","Thinking Mode":"True"}. This record does not assert independent reproduction.

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