long context benchmark
Graphwalks parents >128k Leaderboard
A graph reasoning benchmark that evaluates language models' ability to find parent nodes in graphs with context length over 128k tokens, testing long-context reasoning and graph structure understanding.
Updated Aug 17, 2026
Models7
Model coverage7
MetricScore
EvidenceB
Graphwalks parents >128k Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAN | Score95.4% | Percentile100.0% | Participants7 | EvidenceC | Evaluated |
| Rank02 | ModelAN | Score83.3% | Percentile83.3% | Participants7 | EvidenceC | Evaluated |
| Rank03 | ModelOP | Score58.5% | Percentile66.7% | Participants7 | EvidenceC | Evaluated |
| Rank04 | ModelOP | Score32.4% | Percentile50.0% | Participants7 | EvidenceC | Evaluated |
| Rank05 | ModelOP | Score25.0% | Percentile33.3% | Participants7 | EvidenceC | Evaluated |
| Rank06 | ModelOP | Score11.0% | Percentile16.7% | Participants7 | EvidenceC | Evaluated |
| Rank07 | ModelOP | Score5.6% | Percentile0.0% | Participants7 | EvidenceC | Evaluated |
Graphwalks parents >128k Highlights
The leading models and scores on this benchmark.
Graphwalks parents >128k Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for Graphwalks parents >128k
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis graphwalks parents >128k AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01ANClaude Opus 4.6Anthropic
- Score
- 95.4%
- Price
- $5.0 input / $25 output per 1M tokens
- Speed
- Up to 17 tok/s via Anthropic
Strengths
- Ranks #1 of 7 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures Graphwalks parents >128k, not total model capability
- 02ANClaude Opus 4.8Anthropic
- Score
- 83.3%
- Price
- $5.0 input / $25 output per 1M tokens
- Speed
- Up to 46 tok/s via Anthropic
Strengths
- Ranks #2 of 7 compared models
- 83th percentile on this benchmark
- C evidence result
Considerations
- This result measures Graphwalks parents >128k, not total model capability
- 03OPGPT-5.5OpenAI
- Score
- 58.5%
- Price
- $5.0 input / $30 output per 1M tokens
Strengths
- Ranks #3 of 7 compared models
- 67th percentile on this benchmark
- C evidence result
Considerations
- This result measures Graphwalks parents >128k, not total model capability
- 04OPGPT-5.4OpenAI
- Score
- 32.4%
- Price
- $2.5 input / $15 output per 1M tokens
- Speed
- Up to 9.1 tok/s via OpenAI
Strengths
- Ranks #4 of 7 compared models
- 50th percentile on this benchmark
- C evidence result
Considerations
- This result measures Graphwalks parents >128k, not total model capability
- 05OPGPT-4.1OpenAI
- Score
- 25.0%
- Price
- $2.0 input / $8.0 output per 1M tokens
- Speed
- Up to 100 tok/s via OpenAI
Strengths
- Ranks #5 of 7 compared models
- 33th percentile on this benchmark
- C evidence result
Considerations
- This result measures Graphwalks parents >128k, not total model capability
Selection summary
Best AI Models for Graphwalks parents >128k
Claude Opus 4.6 currently leads Graphwalks parents >128k with 95.4%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is Graphwalks parents >128k?
What Graphwalks parents >128k measures and how its scores work.
A graph reasoning benchmark that evaluates language models' ability to find parent nodes in graphs with context length over 128k tokens, testing long-context reasoning and graph structure understanding.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Graphwalks parents >128k
- Modality
- text
- Primary category
- long context
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- graphwalks-parents->128k|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about Graphwalks parents >128k.
Which model scores highest on Graphwalks parents >128k?
Claude Opus 4.6 is currently ranked first with 95.4%.
What does Graphwalks parents >128k measure?
A graph reasoning benchmark that evaluates language models' ability to find parent nodes in graphs with context length over 128k tokens, testing long-context reasoning and graph structure understanding.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
7 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.