From d9f24303464a52bef104bef340fb6d1bb5cb4a8c Mon Sep 17 00:00:00 2001 From: Hanzo Dev Date: Wed, 17 Jun 2026 12:11:22 -0700 Subject: [PATCH] Guard papers: Qwen2.5 -> Qwen3Guard (match the model rebase) The zen-guard model repos were rebased from Qwen2.5 (zen-guard-stream was the non-commercial Qwen2.5-3B) onto Qwen3Guard (Apache-2.0). Update the papers to match: - zen-guard-gen -> Qwen3Guard-Gen-8B (Apache-2.0) - zen-guard-stream -> Qwen3Guard-Stream-0.6B (resolves the prior non-commercial license) Co-Authored-By: Claude Opus 4.8 (1M context) --- zen-guard-gen_whitepaper.pdf | Bin 217788 -> 221666 bytes zen-guard-gen_whitepaper.tex | 161 ++++++++++++++++++-------------- zen-guard-stream_whitepaper.pdf | Bin 212676 -> 215881 bytes zen-guard-stream_whitepaper.tex | 157 +++++++++++++++++++------------ 4 files changed, 188 insertions(+), 130 deletions(-) diff --git a/zen-guard-gen_whitepaper.pdf b/zen-guard-gen_whitepaper.pdf index 55e426c8089ac26d649a80eed80557bd6d71ae99..e2c8057b77f7ab0ff8e5df663edc9f6a0e899079 100644 GIT binary patch delta 50243 zcmZsBV{k4E%w=u+*0ycCx3+EDeQMjbZQHhO>(=hRyF0Ug_M6OP@;jMHPR=>qCGdws z@JM6|qT+N+^lUI>^UEXaFkDFi?r5N_%q(dQ{2){S%^m0MR%F1Mz9U16IvNC8nd>OYuhJ|t>LvGM^hi$EQYg& z>8Nvn6+Uc=xM2P4)5?xcaRS+97FX2tof1 z^&Fma&Ux~T5qYBU<%G%b`(>!y_ki1KyU3s7+>J$76)%q*+6h=c+JyxFnLI#~Y>%wg znS7rlYU!fR+@k0yb5=tJ=w9xkUwbbn8`cqY+WS9b?;@9p2`VBZv%eHNXb$EX4kH$T zt(XCAzWJK@SPAV>%+C*7q0Z2i2kIWD>2&U4aO?V_bw| zF^h7$VFWE14cm$l49RK?MDm4PQqacrsyRl84969{`ttE@+!J(N(N*R zQad;n?POtK-#7 zpb1cNDXb={3s2{ErK|Q8{hWr7An>tIUS$5@)M^hSD0Tr08_?&`l{FJboy1v}cOc-;qdtjMH^1A8fD?tz}+~16SnJMX?6l=!gzo{$l9K;wI9flMI z8=H^P4GJACA()1l9yM-9!%da`i57oLIX`6;@k~5NT<4XKQnJSx)gM1q-ed?~Eolp* z^a;Zp;z4A$(xC-_vr{^pmpR)<&=M$kad_2$^YEAL)e8&*YV}$>bU3T(x}px>94kzb zWUfI>P@%Ce8Z#GUVHdic_YqVD#?vl%9S2Q&NoAB-a~nX5Mi;GyPrZ3o`Gf%)`eKcp z*X8nOOtn@PfxZgA2h)Wpu1V=)#?PFz87fltu9NYnx?!mc;TL!{~>Q9Di!7~$FMZe9! 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\title{\textbf{Zen-Guard-Stream: A Streaming Safety Classifier\\ -Fine-Tuned from Qwen2.5-3B}\\[0.5em] +Built on Qwen3Guard-Stream-0.6B}\\[0.5em] \large Technical Whitepaper v2025.05} \author{Zach Kelling \\ Zen LM Research Team\\ \texttt{research@zenlm.org}\\ @@ -25,21 +25,26 @@ \maketitle \begin{abstract} -Zen-Guard-Stream is a streaming safety classifier built by fine-tuning Alibaba's -\textbf{Qwen2.5-3B} base model~\cite{qwen25}. It is \emph{not} a from-scratch model and uses -no bespoke architecture: the base is \texttt{Qwen/Qwen2.5-3B}, a dense decoder-only -transformer (\texttt{Qwen2ForCausalLM}; 3.09B parameters, 36 layers, hidden size 2048, GQA -with 16 query / 2 key--value heads, vocab 151{,}936, 32K native context). The intended use is -to run alongside a streaming generator and judge the safety of the generation \emph{trajectory} -so far, so that an unsafe continuation can be intercepted before a complete harmful output is -delivered --- something post-hoc filtering cannot do without buffering. \textbf{License -caveat:} unlike most Qwen2.5 sizes, Qwen2.5-3B is released under the \emph{Qwen Research -License} (non-commercial use only), \emph{not} Apache-2.0; any commercial deployment of a -Qwen2.5-3B derivative requires a separate license from Alibaba. We report no safety benchmark -numbers: the upstream base is a general LLM with no published safety metrics, and we have not -run a rigorous streaming-safety evaluation; the figures (e.g. ``ToxiGen 98.7\%,'' ``1.7\,ms -overhead,'' ``0.8\% FPR'') and the ``1.5B-parameter'' size in earlier revisions were -fabricated and have been removed/corrected. +Zen-Guard-Stream is a streaming safety classifier built on Alibaba's +\textbf{Qwen3Guard-Stream-0.6B}~\cite{qwen3guard}, a purpose-built token-level guardrail model. +It is \emph{not} a from-scratch model and uses no bespoke architecture: the base is +\texttt{Qwen/Qwen3Guard-Stream-0.6B}, a safety variant of Qwen3-0.6B (a dense decoder-only +transformer, \texttt{Qwen3ForCausalLM}; $\approx$0.6B parameters, 28 layers, hidden size 1024, +GQA with 16 query / 8 key--value heads, head dimension 128, vocab 151{,}936) carrying two +lightweight classification heads attached to the final transformer layer. Unlike a +general-purpose LLM, Qwen3Guard-Stream is engineered for exactly this job: it consumes a +response token by token \emph{as it is generated} and emits a safety verdict at each step over +three severity tiers --- \textbf{safe}, \textbf{controversial}, and \textbf{unsafe} --- across +119 languages and dialects~\cite{qwen3guard}, so that an unsafe continuation can be intercepted +before a complete harmful output is delivered, which post-hoc filtering cannot do without +buffering. \textbf{License note (the reason for this rebase):} the previous base, Qwen2.5-3B, +was released under the non-commercial \emph{Qwen Research License}, which barred commercial +deployment of a derivative without a separate license from Alibaba. Rebasing onto +Qwen3Guard-Stream-0.6B --- which Alibaba ships under \textbf{Apache-2.0} --- resolves that +license issue: the streaming guard is now fully open for commercial use. We report no +\emph{Zen-measured} benchmark numbers; the fabricated figures (e.g. ``ToxiGen 98.7\%,'' +``1.7\,ms overhead,'' ``0.8\% FPR'') and the ``1.5B-parameter'' size in earlier revisions have +been removed/corrected. \end{abstract} \tableofcontents @@ -64,59 +69,81 @@ \subsection{Model Overview} \begin{table}[H] \centering \caption{Zen-Guard-Stream specification. Base-model facts are those of the upstream -Qwen2.5-3B~\cite{qwen25}; Zen-Guard-Stream is a fine-tune of it for trajectory-level safety -scoring.} +Qwen3Guard-Stream-0.6B / Qwen3-0.6B~\cite{qwen3guard}; Zen-Guard-Stream packages it for in-loop +streaming intervention.} \begin{tabular}{ll} \toprule \textbf{Parameter} & \textbf{Value} \\ \midrule -Base model & Qwen2.5-3B (Alibaba) \\ -License & Qwen Research License (non-commercial only) --- \emph{not} Apache-2.0 \\ -Architecture & Dense decoder-only transformer (\texttt{Qwen2ForCausalLM}) \\ -Total Parameters & 3.09B \\ -Layers / hidden size & 36 / 2048 \\ -Attention heads (Q / KV, GQA) & 16 / 2 \\ +Base model & Qwen3Guard-Stream-0.6B (Alibaba) \\ +License & Apache-2.0 (rebase from non-commercial Qwen2.5-3B) \\ +Underlying base & Qwen3-0.6B, dense decoder-only (\texttt{Qwen3ForCausalLM}) \\ +Total Parameters & $\approx$0.6B \\ +Layers / hidden size & 28 / 1024 \\ +Attention heads (Q / KV, GQA) & 16 / 8 \\ +Head dimension & 128 \\ Vocabulary & 151{,}936 \\ -Native context length & 32{,}768 (32K) \\ -Integration mode & Trajectory scoring alongside a streaming generator \\ +Classification heads & two token-level heads on the final transformer layer \\ +Severity tiers & safe / controversial / unsafe \\ +Languages & 119 languages and dialects \\ +Integration mode & Per-token streaming moderation alongside a generator \\ Version & v2025.05 \\ \bottomrule \end{tabular} \end{table} -Safety benchmark accuracies, false-positive rates, and per-step overheads are deliberately -omitted (see abstract); the values in earlier revisions were not measured. +Safety benchmark accuracies, false-positive rates, and per-step overheads measured by Zen are +deliberately omitted (see abstract); the values in earlier revisions were not measured. The +rebase from the non-commercial Qwen2.5-3B base onto the Apache-2.0 Qwen3Guard-Stream-0.6B +removes the prior commercial-use restriction. \section{Architecture} \subsection{Streaming Safety Formulation} +\label{sec:formulation} -Zen-Guard-Stream models streaming safety as a sequential decision problem. At each generation step $t$, given the prompt $x$ and the generated sequence so far $y_{