Hanzo Dev e0338d3b9f Honest provenance: family-wide non-media paper rewrite/withdraw
The non-media zen paper corpus fabricated a homegrown "Zen MoDE (Mixture of
Distilled Experts)" architecture + inflated benchmarks for what are off-the-shelf
forks. Rewrite/withdraw all 65 to be honest (companion to the media PR #3).

Rewritten (~45) to attribute the REAL upstream + license, drop "Zen MoDE" +
fabricated benchmarks:
- Flagship LLMs (zen-base/pro/family-overview/3-nano) -> Qwen3-8B (false 72B/0.6B corrected)
- Multimodal (zen3-omni/3-vl/vl) -> Qwen3-Omni / Qwen3-VL (false 72B -> ~31B MoE)
- Retrieval/safety: zen3-embedding/reranker -> Qwen3-Embedding/Reranker;
  zen3-guard -> IBM Granite Guardian; zen-guard-gen -> Qwen2.5-7B;
  zen-guard-stream -> Qwen2.5-3B (Qwen Research License = NON-commercial; flagged)
- Speech/dub: zen-scribe -> Qwen3-ASR; zen-voice-clone -> Qwen3-TTS;
  zen-dub -> Qwen3-TTS + MuseTalk; zen-dub-live/zen-live -> Qwen3-Omni
- Coder: zen-coder -> Qwen-Coder (deleted fake "Zen Agentic Dataset"); zen5 -> DeepSeek-V4-Flash
- Domain (legal/financial/medical) -> Qwen3-8B finetunes (fabricated benchmarks dropped)
- zen-designer-instruct/thinking -> Qwen3-VL-235B-A22B (verified real repos)
- Method/arch papers -> stripped "Zen MoDE" + phantom 480B/1T; techniques kept; tables marked illustrative

Withdrawn (11; no backing model / fabricated frontier scale): zen-max (480B),
the entire zen4-* generation (zen4/-mini/-pro/-max/-ultra/-thinking/-coder/
-coder-flash/-coder-pro), zen-reasoning.

INDEX.md (-> 59 papers) and PAPER_TIMELINE.md updated.

Co-authored-by: Hanzo Dev <dev@hanzo.ai>
2026-06-17 10:34:07 -07:00
2026-02-14 07:07:31 -08:00
2026-06-01 12:40:25 -07:00

Zen Model Research Papers

Technical papers and whitepapers for the Zen family of language models (600M--480B+ parameters), covering model architectures, training methodologies, benchmarks, and deployment specifications. Co-developed by Hanzo AI and Zoo Labs Foundation.

Structure

Each paper lives in its own subdirectory:

papers/
├── shared/             # cover styles, lstlang.tex, paperkit
│   ├── zencover.sty
│   └── lstlang.tex
├── <paper-slug>/
│   ├── <paper-slug>.tex          # main file (\input's sections)
│   ├── <paper-slug>.pdf          # compiled output
│   └── sections/                 # modular sections
│       ├── 01-intro.tex
│       ├── 02-architecture.tex
│       ├── 03-protocol.tex
│       ├── ...
│       └── 99-bibliography.tex
└── INDEX.md                      # auto-generated catalogue

Building

cd <paper-slug>
TEXINPUTS=".:..:" latexmk -pdf <paper-slug>.tex

Or build all:

make all

Index

See INDEX.md for full catalogue of papers.

Conventions

  1. One paper, one directory. No top-level .tex files.
  2. Modular sections. Main .tex \input's sections/NN-name.tex files for easy editing.
  3. Shared cover. All papers use \usepackage{shared/zencover} and \zencoverpage.
  4. Shared lstlang. All papers use \input{shared/lstlang} after \usepackage{listings}.
  5. No AI slop. Technical, dense, citation-supported.
  6. One paper per concept. Updates over time via versioning, not duplication.
S
Description
Zen papers.
Readme Apache-2.0
138 MiB
Languages
TeX 68.2%
TypeScript 29.4%
Makefile 1.5%
CSS 0.7%
JavaScript 0.2%