Tiny-Jev Copyright 2026 sainath The original Tiny-Jev source code, documentation, synthetic verification examples and trained decision-head weights in this release are made available under the Apache License, Version 2.0. See LICENSE. The project uses Qwen/Qwen3-1.7B, published under Apache-2.0, as a separately downloaded frozen backbone. Its weights are not redistributed in this package. Model: https://huggingface.co/Qwen/Qwen3-1.7B Pinned revision: 70d244cc86ccca08cf5af4e1e306ecf908b1ad5e Upstream license: https://huggingface.co/Qwen/Qwen3-1.7B/blob/70d244cc86ccca08cf5af4e1e306ecf908b1ad5e/LICENSE Third-party dependencies and datasets retain their respective licenses. This license does not relicense the separately obtained BANKING77 dataset or grant rights to third-party names or trademarks. Interface inspiration: TypeSafe's Jev. Frozen-backbone inspiration: Contrastive-LM/CLM. This is an independent educational research project, with substantial AI assistance in implementation and documentation. It is not affiliated with TypeSafe, Qwen or the CLM authors and does not reproduce Jev's RLCD.