Back to Gap Map Model components / Fine-tuned / chat models

Zephyr

Hugging Face
open source / Overall score: 2.0

Hugging Face H4's open chat model line. The flagship zephyr-7b-beta is a DPO fine-tune of Mistral 7B trained with the open alignment-handbook recipe on the public UltraChat and UltraFeedback datasets, making the whole run reproducible. The line also includes a 141B mixture-of-experts ORPO variant.

Openness

5 high confidence
5.0
weights
open(MIT
data
open(UltraChat_200k + UltraFeedback_binarized, both MIT, ungated)
code
open(alignment-handbook DPO recipe, Apache-2.0)
license
MIT(OSI)
orpo-checkpoint
open(zephyr-orpo-141b-A35b-v0.1, a separately released ORPO checkpoint, ships under Apache-2.0

Genuinely fully open: MIT weights, both DPO training datasets public and MIT-licensed, and end-to-end training code (the alignment handbook) under Apache-2.0 that reproduces zephyr-7b-beta. One caveat that does not change the class: the upstream UltraChat and UltraFeedback sets were partly generated with OpenAI model outputs, though the released Hugging Face artifacts are themselves open and MIT.

Adoption

2 high confidence
2.0

Adoption is measured as Hugging Face downloads of the two declared Zephyr models, almost all of it for the 7B flagship; the 141B ORPO variant sees negligible use. The UltraChat and UltraFeedback alignment datasets the product also declares are not added to the model figure.

Capability

2 high confidence
2.0

Zephyr-7B-beta was strong for a 7B model at its late-2023 release, with its card reporting strong results on several MT-Bench categories against larger open models such as Llama2-Chat-70B. It is weak by current standards (GSM8K 12.74, DROP 9.66 on the leaderboard) and sits well below current frontier chat models.

  • https://huggingface.co/HuggingFaceH4/zephyr-7b-beta recorded 2026-09-29

    Card text: "In particular, on several categories of MT-Bench, Zephyr-7B-β has strong performance compared to larger open models like Llama2-Chat-70B"; the table lists "GSM8K (5-shot)" and "DROP (3-shot)" among leaderboard results.

Verified 2026-09-29, except some scores, still awaiting re-confirmation