long context benchmark
MRCR 128K (8-needle) Leaderboard
MRCR (Multi-Round Coreference Resolution) at 128K context length with 8 needles requires models to reproduce specific model outputs from long conversations.
Updated Sep 5, 2026
Models2
Model coverage2
MetricScore
EvidenceB
MRCR 128K (8-needle) Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score90.40% | Percentile100.00% | Participants2 | EvidenceC | Evaluated |
| Rank02 | ModelOP | Score10.12% | Percentile0.00% | Participants2 | EvidenceC | Evaluated |
MRCR 128K (8-needle) Highlights
The leading models and scores on this benchmark.
MRCR 128K (8-needle) Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for MRCR 128K (8-needle)
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is MRCR 128K (8-needle)?
What MRCR 128K (8-needle) measures and how its scores work.
A long-context benchmark using 128K-token contexts and 8 items to retrieve.
It measures Score as a ratio, evaluating attention and reasoning across long conversations.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- MRCR 128K (8-needle)
- Modality
- text
- Primary category
- long context
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about MRCR 128K (8-needle).
Which model scores highest on MRCR 128K (8-needle)?
Qwen3.7 Max is currently ranked first with 90.40%.
What are the top three models on MRCR 128K (8-needle)?
The current leaders are Qwen3.7 Max (90.40%) and MiniCPM-SALA (10.12%).
Which MRCR 128K (8-needle) model has the lowest official input price?
Qwen3.7 Max has the lowest matched official input price at $2.5 input / $7.5 output per 1M tokens.
Which models are fastest among MRCR 128K (8-needle) results?
No matched runtime record is currently available.
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.