Coding · NVIDIA

Nemotron Nano Chat on SWE-bench Verified: score, rank and what it means

Nemotron Nano Chat scores 54.0 on SWE-bench Verified, placing it #393 of 600 models in the index. The benchmark average is 57.5 and the leader is GPT-5.2 Pro at 81.7.

Score
54.0
0–100 scale
Rank
#393
of 600
Percentile
35th
within the index
Benchmark avg
57.5
all models
Leader
81.7
GPT-5.2 Pro
Gap to leader
27.7
points

Score distribution

The chart shows the top 10 models on SWE-bench Verified, with Nemotron Nano Chat highlighted. Longer bars mean higher scores.

GPT-5.2 Pro 81.7
Claude Opus 4.5 Pro 81.1
GPT-5.2 Max 80.5
Claude Sonnet 4.5 Max 80.2
GPT-5.2 80.2
GPT-5.1 Pro 80.1
o4 Max 79.8
Claude Sonnet 4.5 Reasoning 79.6
Claude Opus 4.5 Max 79.5
Claude Opus 4.5 Reasoning 79.5

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
2 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
3 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
4 Claude Sonnet 4.5 Max Anthropic 1000000 $19.90 87.2
5 GPT-5.2 OpenAI 2000000 $19.71 88.0
6 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
7 o4 Max OpenAI 2000000 $19.51 86.2
8 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
9 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
10 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2

What this score means

On SWE-bench Verified, Nemotron Nano Chat sits at #393 of 600. The leader, GPT-5.2 Pro, scores 81.7, so the gap to the top is 27.7 points. The median model in this index scores 61.0, which puts Nemotron Nano Chat below the midpoint.

NVIDIA models average 48.4 on this benchmark. Nemotron Nano Chat is 5.6 points above that provider line, so it is a stronger result than the average NVIDIA model.

Among open-weight models, the average is 55.5. Nemotron Nano Chat is 1.5 points below that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 54.0 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.

Price context

At $2.21 per million input tokens, Nemotron Nano Chat is below the median input price of $4.00 across the 600 models scored on SWE-bench Verified. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
StableLM 2 Instruct Stability AI 16384 $1.93 65.2
Gemini 2.5 Pro Nano Google DeepMind 32768 $7.28 69.2
Arctic Snowflake 8192 $2.72 68.8
Nemotron Nano NVIDIA 8192 $2.24 66.6
Nemotron Nano Chat NVIDIA 32768 $2.21 66.2
DeepSeek-R1 8B DeepSeek 16384 $1.87 64.3
Nemotron Nano Base NVIDIA 8192 $1.85 65.0

Other benchmarks for Nemotron Nano Chat

BenchmarkScoreRankPercentileRelative
MMLU-Pro 70.7 391 35th
GPQA Diamond 59.8 408 32th
HumanEval 71.6 382 36th
MATH-500 67.7 402 33th
AIME 2025 61.5 379 37th
LiveCodeBench 54.4 410 32th
IFEval 74.2 403 33th
TruthfulQA 70.2 397 34th
HellaSwag 79.8 382 36th
MMMU 64.6 384 36th
Arena Elo 1331.6 386 36th

FAQ

What score does Nemotron Nano Chat get on SWE-bench Verified?

Nemotron Nano Chat scores 54.0 on SWE-bench Verified in this index. The benchmark average is 57.5 and the top score is 81.7.

How does Nemotron Nano Chat rank on SWE-bench Verified?

It ranks #393 of 600 models, in the 35th percentile. The leader is GPT-5.2 Pro at 81.7.

Is Nemotron Nano Chat good at SWE-bench Verified?

It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.

How is the SWE-bench Verified score calculated?

SWE-bench Verified is a coding benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.

What does Nemotron Nano Chat cost?

Nemotron Nano Chat costs $2.21 per million input tokens and $9.38 per million output tokens.

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