# Neighborhood Attention Forward Pass on NATTEN Problem Set 3-dimensional (test)

Source: [Neighborhood Attention Forward Pass on NATTEN Problem Set 3-dimensional (test)](<https://www.sota2.com/research/sota/neighborhood-attention-forward-pass-on-natten-problem-set-3-dimensional-test>)

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

Data updated: 2026-02-26T05:44:50.713Z

Evaluation of the forward pass performance for various neighborhood attention implementations (Naive, GEMM, Fused) compared to standard self-attention mechanisms (FMHA, FAv2) on the test split of the NATTEN Problem Set 3-dimensional dataset.

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 | Neighborhood Attention Forward Pass |
| Dataset (including any stated split) | NATTEN Problem Set 3-dimensional (test) |
| Metric | FMHA Attn Match Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [FMHA Attn Match Rate](<https://www.sota2.com/research/sota/neighborhood-attention-forward-pass-on-natten-problem-set-3-dimensional-test.md?metric=FMHA%20Attn%20Match%20Rate>): Higher is better; unit: PERCENT.

- [Naive Attn Match Rate](<https://www.sota2.com/research/sota/neighborhood-attention-forward-pass-on-natten-problem-set-3-dimensional-test.md?metric=Naive%20Attn%20Match%20Rate>): Higher is better; unit: PERCENT.

- [GEMM Attn Match Rate](<https://www.sota2.com/research/sota/neighborhood-attention-forward-pass-on-natten-problem-set-3-dimensional-test.md?metric=GEMM%20Attn%20Match%20Rate>): Higher is better; unit: PERCENT.

- [Fused Attn Match Rate](<https://www.sota2.com/research/sota/neighborhood-attention-forward-pass-on-natten-problem-set-3-dimensional-test.md?metric=Fused%20Attn%20Match%20Rate>): Higher is better; unit: PERCENT.

- [FAv2 Attn Match Rate](<https://www.sota2.com/research/sota/neighborhood-attention-forward-pass-on-natten-problem-set-3-dimensional-test.md?metric=FAv2%20Attn%20Match%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FMHA Attn Match Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Fused Neighborhood Attention | 98.6 | Not recorded | 68fa757a1e209131cea683c0 |
| Fused neighborhood attention | 97.3 | Not recorded | 68fa757a1e209131cea683c0 |
| Naive Neighborhood Attention | 61.1 | Not recorded | 68fa757a1e209131cea683c0 |
| Naive neighborhood attention | 43.5 | Not recorded | 68fa757a1e209131cea683c0 |

### Fused Neighborhood Attention

FMHA Attn Match Rate: 98.6. Result ID: 6993b62e3a6c31484917ff9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea683c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea683c0.md>)

[Implementation](<https://www.sota2.com/github.com/SHI-Labs/NATTEN>)

Recorded evaluation configuration: {"Precision":"FP32","Pass":"Forward","Hardware":"NVIDIA A100 GPU"}. This record does not assert independent reproduction.

### Fused neighborhood attention

FMHA Attn Match Rate: 97.3. Result ID: 6993b62e3a6c31484917ff92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea683c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea683c0.md>)

[Implementation](<https://www.sota2.com/github.com/SHI-Labs/NATTEN>)

Recorded evaluation configuration: {"Precision":"FP16","Dimensionality":"3D"}. This record does not assert independent reproduction.

### Naive Neighborhood Attention

FMHA Attn Match Rate: 61.1. Result ID: 6993b62e3a6c31484917ff99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea683c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f501e209131cea44f4a.md>)

[Implementation](<https://github.com/SHI-Labs/Neighborhood-Attention-Transformer>)

Recorded evaluation configuration: {"Precision":"FP32","Pass":"Forward","Hardware":"NVIDIA A100 GPU"}. This record does not assert independent reproduction.

### Naive neighborhood attention

FMHA Attn Match Rate: 43.5. Result ID: 6993b62e3a6c31484917ff91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea683c0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f501e209131cea44f4a.md>)

[Implementation](<https://github.com/SHI-Labs/Neighborhood-Attention-Transformer>)

Recorded evaluation configuration: {"Precision":"FP16","Dimensionality":"3D"}. This record does not assert independent reproduction.

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