Commonsense · Lambda

Llama 3 Lambda 8B on HellaSwag: score, rank and what it means

Llama 3 Lambda 8B scores 71.2 on HellaSwag, placing it #516 of 600 models in the index. The benchmark average is 81.4 and the leader is GPT-5.2 Max at 96.1.

Score
71.2
0–100 scale
Rank
#516
of 600
Percentile
14th
within the index
Benchmark avg
81.4
all models
Leader
96.1
GPT-5.2 Max
Gap to leader
24.9
points

Score distribution

The chart shows the top 10 models on HellaSwag, with Llama 3 Lambda 8B highlighted. Longer bars mean higher scores.

GPT-5.2 Max 96.1
GPT-5.2 Turbo 95.5
GPT-5.2 Pro 95.3
Claude Opus 4.5 Pro 95.2
Claude Sonnet 4.5 Reasoning 95.2
Grok 4 Reasoning 95.2
GPT-5.2 Vision 94.6
Gemini 3 Pro Turbo 94.6
GPT-5.1 Reasoning 94.4
o4 Pro 94.4

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
2 GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
3 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
4 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
5 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
6 Grok 4 Reasoning xAI 2000000 $19.67 87.8
7 GPT-5.2 Vision OpenAI 1000000 $19.03 87.4
8 Gemini 3 Pro Turbo Google DeepMind 400000 $19.62 86.4
9 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
10 o4 Pro OpenAI 1000000 $19.37 87.3

What this score means

On HellaSwag, Llama 3 Lambda 8B sits at #516 of 600. The leader, GPT-5.2 Max, scores 96.1, so the gap to the top is 24.9 points. The median model in this index scores 83.6, which puts Llama 3 Lambda 8B below the midpoint.

Lambda models average 78.4 on this benchmark. Llama 3 Lambda 8B is 7.2 points below that provider line, so it is a weaker result than the average Lambda model.

Among small open-weight models, the average is 70.2. Llama 3 Lambda 8B is 1.0 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 71.2 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 $1.03 per million input tokens, Llama 3 Lambda 8B is below the median input price of $4.00 across the 600 models scored on HellaSwag. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Llama 3 Baseten 8B Baseten 4096 $1.02 57.0
Magistral 1.5B Mistral AI 4096 $0.67 52.7
Phi-4 7B Microsoft 8192 $0.91 56.8
OLMo 2 8B Allen Institute for AI 4096 $0.64 52.5
Llama 3 Lambda 8B Lambda 4096 $1.03 57.2
Command R+ 7B Cohere 8192 $0.95 56.2
Llama 3.1 7B Meta AI 8192 $1.01 57.4

Other benchmarks for Llama 3 Lambda 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 63.7 478 20th
GPQA Diamond 53.8 485 19th
SWE-bench Verified 43.7 482 20th
HumanEval 61.9 469 22th
MATH-500 58.0 489 19th
AIME 2025 46.5 483 20th
LiveCodeBench 45.4 494 18th
IFEval 68.7 481 20th
TruthfulQA 60.8 521 13th
MMMU 55.5 493 18th
Arena Elo 1240.4 513 15th

FAQ

What score does Llama 3 Lambda 8B get on HellaSwag?

Llama 3 Lambda 8B scores 71.2 on HellaSwag in this index. The benchmark average is 81.4 and the top score is 96.1.

How does Llama 3 Lambda 8B rank on HellaSwag?

It ranks #516 of 600 models, in the 14th percentile. The leader is GPT-5.2 Max at 96.1.

Is Llama 3 Lambda 8B good at HellaSwag?

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 HellaSwag score calculated?

HellaSwag is a commonsense 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 Llama 3 Lambda 8B cost?

Llama 3 Lambda 8B costs $1.03 per million input tokens and $4.78 per million output tokens.

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