Safety · EleutherAI

GPT-NeoX Base on TruthfulQA: score, rank and what it means

GPT-NeoX Base scores 67.0 on TruthfulQA, placing it #430 of 600 models in the index. The benchmark average is 73.6 and the leader is GPT-5.1 Max at 91.1.

Score
67.0
0–100 scale
Rank
#430
of 600
Percentile
28th
within the index
Benchmark avg
73.6
all models
Leader
91.1
GPT-5.1 Max
Gap to leader
24.1
points

Score distribution

The chart shows the top 10 models on TruthfulQA, with GPT-NeoX Base highlighted. Longer bars mean higher scores.

GPT-5.1 Max 91.1
Gemini 3 Pro Reasoning 90.3
GPT-5.1 Reasoning 90.0
GPT-5.2 Pro 90.0
GPT-5.2 89.7
Gemini 3 Pro Max 89.6
Grok 4 Reasoning 89.4
Qwen3-Max Max 89.3
GPT-5.1 89.2
GPT-5.1 Turbo 89.2

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.1 Max OpenAI 2000000 $20.50 87.9
2 Gemini 3 Pro Reasoning Google DeepMind 200000 $19.69 87.5
3 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
4 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
5 GPT-5.2 OpenAI 2000000 $19.71 88.0
6 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9
7 Grok 4 Reasoning xAI 2000000 $19.67 87.8
8 Qwen3-Max Max Alibaba Cloud 400000 $18.53 85.9
9 GPT-5.1 OpenAI 2000000 $19.01 86.0
10 GPT-5.1 Turbo OpenAI 2000000 $19.19 86.1

What this score means

On TruthfulQA, GPT-NeoX Base sits at #430 of 600. The leader, GPT-5.1 Max, scores 91.1, so the gap to the top is 24.1 points. The median model in this index scores 76.3, which puts GPT-NeoX Base below the midpoint.

EleutherAI models average 58.5 on this benchmark. GPT-NeoX Base is 8.5 points above that provider line, so it is a stronger result than the average EleutherAI model.

Among open-weight models, the average is 72.3. GPT-NeoX Base is 5.3 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 67.0 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 $1.22 per million input tokens, GPT-NeoX Base is below the median input price of $4.00 across the 600 models scored on TruthfulQA. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Pythia EleutherAI 32768 $1.29 59.8
Qwen3 8B Alibaba Cloud 8192 $1.66 61.9
Nova Lite Mini Amazon 16384 $5.43 65.0
Auto Mini OpenRouter 4096 $4.24 61.6
GPT-NeoX Base EleutherAI 16384 $1.22 59.7
Kimi K1.5 8B Moonshot AI 8192 $1.54 62.2
StableLM 2 Base Stability AI 8192 $1.49 61.9

Other benchmarks for GPT-NeoX Base

BenchmarkScoreRankPercentileRelative
MMLU-Pro 65.2 450 25th
GPQA Diamond 56.0 448 25th
SWE-bench Verified 47.8 437 27th
HumanEval 64.4 447 26th
MATH-500 60.1 461 23th
AIME 2025 46.3 486 19th
LiveCodeBench 49.1 455 24th
IFEval 70.8 443 26th
HellaSwag 73.3 473 21th
MMMU 56.8 473 21th
Arena Elo 1256.7 479 20th

FAQ

What score does GPT-NeoX Base get on TruthfulQA?

GPT-NeoX Base scores 67.0 on TruthfulQA in this index. The benchmark average is 73.6 and the top score is 91.1.

How does GPT-NeoX Base rank on TruthfulQA?

It ranks #430 of 600 models, in the 28th percentile. The leader is GPT-5.1 Max at 91.1.

Is GPT-NeoX Base good at TruthfulQA?

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 TruthfulQA score calculated?

TruthfulQA is a safety 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 GPT-NeoX Base cost?

GPT-NeoX Base costs $1.22 per million input tokens and $4.64 per million output tokens.

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