# Intermediate Answer Generation Latency on MATH

Source: [Intermediate Answer Generation Latency on MATH](<https://www.sota2.com/research/sota/intermediate-answer-generation-latency-on-math>)

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

Data updated: 2026-03-05T07:28:40.532Z

Evaluation of model performance on generating intermediate answers for mathematical problems sourced from the MATH dataset, specifically measuring the average time taken for generation.

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 | Intermediate answer generation |
| Dataset (including any stated split) | MATH |
| Metric | Average Latency (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Average Latency (s)](<https://www.sota2.com/research/sota/intermediate-answer-generation-latency-on-math.md?metric=Average%20Latency%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Average Latency (s) | Result date | Report paper |
| --- | --- | --- | --- |
| MSVN | 0.7 | Not recorded | 69a90de32d603e6de3e40602 |
| MSVN | 0.7 | Not recorded | 69a90de32d603e6de3e40602 |
| Probe | 0.9 | Not recorded | 69a90de32d603e6de3e40602 |
| Probe | 1.9 | Not recorded | 69a90de32d603e6de3e40602 |
| MSVN | 2.1 | Not recorded | 69a90de32d603e6de3e40602 |
| Probe | 6.2 | Not recorded | 69a90de32d603e6de3e40602 |

### MSVN

Average Latency (s): 0.7. Result ID: 69a9309b6dbb7075b95232f1.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction.

### MSVN

Average Latency (s): 0.7. Result ID: 69a9309b6dbb7075b95232f3.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction.

### Probe

Average Latency (s): 0.9. Result ID: 69a9309b6dbb7075b95232f0.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77d91e209131cea758d4.md>)

Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction.

### Probe

Average Latency (s): 1.9. Result ID: 69a9309b6dbb7075b95232f2.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77d91e209131cea758d4.md>)

Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction.

### MSVN

Average Latency (s): 2.1. Result ID: 69a9309b6dbb7075b95232f5.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction.

### Probe

Average Latency (s): 6.2. Result ID: 69a9309b6dbb7075b95232f4.

[Reporting paper](<https://www.sota2.com/research/paper/69a90de32d603e6de3e40602.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77d91e209131cea758d4.md>)

Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction.

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