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Graphwalks parents <128k

Progress Over Time

Interactive timeline showing model performance evolution on Graphwalks parents <128k

State-of-the-art frontier
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Proprietary

Graphwalks parents <128k Leaderboard

12 models
ContextCostLicense
1
ByteDance
ByteDance
256K$0.10 / $0.40
2
OpenAI
OpenAI
1.0M$2.50 / $15.00
3
OpenAI
OpenAI
400K$1.75 / $14.00
4
OpenAI
OpenAI
5
OpenAI
OpenAI
6400K$0.75 / $4.50
71.0M$0.40 / $1.60
8
OpenAI
OpenAI
9
OpenAI
OpenAI
1.0M$2.00 / $8.00
10400K$0.20 / $1.25
11
OpenAI
OpenAI
128K$2.50 / $10.00
121.0M$0.10 / $0.40
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About this benchmark

What is Graphwalks parents <128k?

A graph reasoning benchmark that evaluates language models' ability to find parent nodes in graphs with context length under 128k tokens, requiring understanding of graph structure and edge relationships.

Graphwalks parents <128k is a text benchmark evaluating models on reasoning and spatial reasoning tasks. LLM Stats tracks 12 models on this benchmark, scored on a 0–1 scale. The current average is 0.6, with the leader at 0.9.

Compare leaders on the best AI for reasoning and best AI for spatial reasoning leaderboards.

Current leaders

Seed 2.0 Mini from ByteDance currently leads the Graphwalks parents <128k leaderboard with a score of 0.930 across 12 evaluated AI models.

1Seed 2.0 MiniByteDance93.0%
2GPT-5.4OpenAI89.8%
3GPT-5.2OpenAI89.0%

FAQ

Common questions about the Graphwalks parents <128k benchmark and leaderboard.

What is the Graphwalks parents <128k benchmark?

A graph reasoning benchmark that evaluates language models' ability to find parent nodes in graphs with context length under 128k tokens, requiring understanding of graph structure and edge relationships.

What is the Graphwalks parents <128k leaderboard?

The Graphwalks parents <128k leaderboard ranks 12 AI models based on their performance on this benchmark. Currently, Seed 2.0 Mini by ByteDance leads with a score of 0.930. The average score across all models is 0.635.

What is the highest Graphwalks parents <128k score?

The highest Graphwalks parents <128k score is 0.930, achieved by Seed 2.0 Mini from ByteDance.

How many models are evaluated on Graphwalks parents <128k?

12 models have been evaluated on the Graphwalks parents <128k benchmark, with 0 verified results and 12 self-reported results.

What categories does Graphwalks parents <128k cover?

Graphwalks parents <128k is categorized under reasoning and spatial reasoning. The benchmark evaluates text models.

Which model offers the best value on Graphwalks parents <128k?

Among models scoring within 10% of the leader, Seed 2.0 Mini from ByteDance is the cheapest, at $0.10 per million input tokens with a score of 0.930.

How recent are the Graphwalks parents <128k leaderboard results?

The Graphwalks parents <128k leaderboard was last updated in September 2026 and currently includes 12 evaluated models.