USASI
Model release

Palmyra-mini-thinking-b

Release in the Palmyra family · version palmyra-mini-thinking-b

Maintained by Writer12

A small reasoning model in Writer's Palmyra-mini family, released in September 2025. Writer built it on NVIDIA's OpenReasoning-Nemotron-1.5B and applied reinforcement-learning fine-tuning; the model card lists a 131,072-token context window.12

Last reviewedEntry updated Documented release Sep 11, 2025

Availability and license

Overall availability

Public

Downloadable from Hugging Face without gating.1

Availability is separate from permission: read the license before using or redistributing.

Writer's card lists Apache 2.0 and does not mention the base model's license. NVIDIA's card for the base model, OpenReasoning-Nemotron-1.5B, says its use is governed by the Creative Commons Attribution 4.0 license (CC-BY-4.0) and links the Apache 2.0 license from a Qwen repository as additional information. The two licenses differ, and Writer's card does not explain how the base model's CC-BY-4.0 terms apply.14

Model-disclosure tier

Computed from the checklist below using USASI rubric v0.1. An editorial category, not a certification.
Model-disclosure tier (USASI rubric v0.1): Open-weight

The model parameters for this release can be downloaded by the public. License terms may still restrict use, redistribution, or commercial use.

How tiers are computed

Public materials checklist

Items for a model under USASI rubric v0.1. Unknown means unassessed or insufficient evidence.
Public materials checklist for Palmyra-mini-thinking-b
ItemStatusNotes and evidence
WeightsCan the general public download the model parameters for this release?PublicWriter also publishes GGUF and MLX conversions.13
Inference codeIs code for running the model published?PublicThe card documents inference with Hugging Face Transformers and serving with vLLM.1
Training codeIs the code used to train the model published?UnknownNot assessed.
Training-data informationPublic = the training data itself can be obtained. Partial = composition or sources are documented without full access.UnknownNeither the model card nor Writer's announcement names the fine-tuning data.12
Training recipeAre the training configuration and procedure documented in enough detail to follow?PartialWriter's announcement says the thinking models were trained with a chain-of-thought approach and that this model received reinforcement-learning fine-tuning; no further detail is given.2
Evaluation materialsPublic = evaluation code or prompts that let others re-run the evaluations are published. Partial = results only.PartialThe card publishes benchmark scores and names the tools used (lm_eval, lighteval, and nemoskills) without publishing evaluation configurations.1

What it is useful for

Writer describes it as the Palmyra-mini variant aimed at mathematical reasoning; the card also highlights competitive programming problems.21

Organization context

Provenance and derivatives

Fine-tuned by Writer from NVIDIA's OpenReasoning-Nemotron-1.5B. NVIDIA's card says that model was developed from Qwen2.5-1.5B (Alibaba Cloud's Qwen family) and post-trained on responses generated by DeepSeek-R1-0528.147

Other releases in the Palmyra family

  • Palmyra-miniModel-disclosure tier (USASI rubric v0.1): Open-weight

Palmyra family overview

U.S. eligibility

Project eligibility rests on documented governing or maintaining entities, not on contributors.

Eligible · basis: U.S. headquarters

Published by Writer, Inc., which is headquartered in San Francisco per its company page and platform services agreement. Its base model is NVIDIA's OpenReasoning-Nemotron-1.5B, which NVIDIA's card describes as a derivative of Qwen2.5-1.5B from Alibaba Cloud's Qwen family; eligibility here rests on Writer as the developer of this fine-tune.15647

Assessed Sep 29, 2026

Sources

  1. 1.
  2. 2.
  3. 3.
    Writer on Hugging Face (external site: huggingface.co)

    Writer · Repository · accessed Sep 29, 2026

  4. 4.
  5. 5.
    Company | WRITER (external site: writer.com)

    Writer · Official page · accessed Sep 29, 2026

  6. 6.
    Writer platform services agreement (external site: writer.com)

    Writer, Inc. · Official page · published Aug 5, 2026 · accessed Sep 29, 2026

  7. 7.
    Qwen on Hugging Face (external site: huggingface.co)

    Qwen (Alibaba Cloud) · Repository · accessed Sep 29, 2026

This listing is not an endorsement, a safety assessment, or a federal approval.

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