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### [Datalab Introduces OmniExtractBench to Fix Bias and Opacity in Extraction Benchmarks](https://www.marktechpost.com/2026/10/02/datalab-introduces-omniextractbench-to-fix-bias-and-opacity-in-extraction-benchmarks/ "Datalab Introduces OmniExtractBench to Fix Bias and Opacity in Extraction Benchmarks")
[Agentic AI](https://www.marktechpost.com/category/editors-pick/agentic-ai/)October 2, 2026
[](https://www.marktechpost.com/2026/10/02/datalab-introduces-omniextractbench-to-fix-bias-and-opacity-in-extraction-benchmarks/ "Datalab Introduces OmniExtractBench to Fix Bias and Opacity in Extraction Benchmarks")
Content-based row matching, 6 per-value verdicts and a null rule make OmniExtractBench an extraction benchmark anyone can audit.
### [AWS Strands Labs Releases Strands Decider 2B: An Open Source Decision Model That Picks Options in About 115 ms](https://www.marktechpost.com/2026/10/01/aws-strands-labs-releases-strands-decider-2b/ "AWS Strands Labs Releases Strands Decider 2B: An Open Source Decision Model That Picks Options in About 115 ms")
[Agentic AI](https://www.marktechpost.com/category/editors-pick/agentic-ai/)October 1, 2026
[](https://www.marktechpost.com/2026/10/01/aws-strands-labs-releases-strands-decider-2b/ "AWS Strands Labs Releases Strands Decider 2B: An Open Source Decision Model That Picks Options in About 115 ms")
AWS's Strands Agents team released Strands Decider 2B, an Apache-2.0 decision model built on Qwen3.5-2B-Base. It returns choices, yes/no probabilities and scores with calibrated confidence in one forward pass, never text. It runs at a 115 ms median on an RTX 3090 and scores 0.723 on the JevBench public set, which makes it a fast local option for routing, tool selection and guardrails in AI agents.
### [Cloudflare Releases Clef and Clef-flash: Open-Weight Decision Models That Return Typed Probabilities Instead of Text](https://www.marktechpost.com/2026/10/01/cloudflare-releases-clef-and-clef-flash/ "Cloudflare Releases Clef and Clef-flash: Open-Weight Decision Models That Return Typed Probabilities Instead of Text")
[Agentic AI](https://www.marktechpost.com/category/editors-pick/agentic-ai/)October 1, 2026
[](https://www.marktechpost.com/2026/10/01/cloudflare-releases-clef-and-clef-flash/ "Cloudflare Releases Clef and Clef-flash: Open-Weight Decision Models That Return Typed Probabilities Instead of Text")
Cloudflare has released Clef (27B) and Clef-flash (9B), open-weight decision models that return typed probabilities instead of text. They are Jev-API compatible, accept images, and run on Workers AI at 209.3 ms and 38.8 ms median latency.
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