Real ChatGPT answer · index seedVvhZrm7n4Q0completeB2B software · AI and automation toolsinformational
Which open source models are currently best suited for fine-tuning on legal contract review tasks with high accuracy requirements?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which open source models are currently best suited for fine-tuning on legal contract review tasks with high accuracy requirements?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
best open weight LLM models legal contract review fine tuning Qwen DeepSeek Llama Mistral Gemma 2026 benchmarks long context licenses Google ↗
legal benchmark contract review LLM benchmark CUAD ContractNLI LegalBench 2025 2026 open models Google ↗
- Breaking Bureaucracy: Evaluating open-source LLMs for legal document review · arxiv.org
- Base Models for Fine-Tuning · jaredwatkins.com
- ContractEval: Benchmarking LLMs for Clause-Level Legal Risk Identification in Commercial Contracts · aclanthology.org
- Best open models to fine-tune 2026 - licenses and costs · allocate.network
- Best Open-Source LLM Models in 2026: Coding, Local, Agentic AI, Benchmarks, and License · huggingface.co
- Best Open-Weight LLMs for Production · hashlogics.com
- ContractEval: Benchmarking LLMs for Clause-Level Legal RiskIdentification in Commercial Contracts · aclanthology.org
- Qwen/recipes/finetune/deepspeed/readme.md at main · QwenLM/Qwen · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best open weight LLM models legal contract review fine tuning Qwen DeepSeek Llama Mistral Gemma 2026 benchmarks long context licenses OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
legal benchmark contract review LLM benchmark CUAD ContractNLI LegalBench 2025 2026 open models OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |