Ross ROSS = Recommend OSS · open-source software intelligence for agents

imoneoi/openchat

OpenChat: Advancing Open-source Language Models with Imperfect Data observed · 2026-08-28

github.com/imoneoi/openchat · homepage · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

20/100

  • Activity 0
  • Release rhythm 8
  • Longevity 85
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 1196
  • days_rel: n/a
  • days_push: 719
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

5490 stars · 430 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

OpenChat is a library of open-source large language models fine-tuned with C-RLFT, an offline reinforcement learning strategy that learns from mixed-quality data without preference labels. It includes training and evaluation code plus model weights (e.g., OpenChat 3.6 based on Llama 3) that run on consumer GPUs.

Use cases

  • fine-tune an open-source chat llm on mixed-quality data
  • run a 7b chatgpt-quality model on a consumer gpu
  • reproduce llm benchmark evaluations like gpt4 correct
  • train a chat model without preference labels
  • download openchat model weights for local inference

When to choose

  • you want high-performing open chat models with permissive Apache-2.0 licensing
  • you need to train or evaluate chat llms using the C-RLFT method
  • you have limited GPU resources but need strong conversational performance

When to avoid

  • you need a hosted chat API rather than self-hosted model weights
  • you require the latest actively developed LLM training framework
  • you need multimodal or non-chat model capabilities

Facets

library · maturity maintenance

llm-training machine-learning llm-inference large-language-models deep-learning artificial-intelligence python open-source-llm c-rlft fine-tuning chat-models reinforcement-learning gpu linux

1 source

Member repositories

RepositoryRoleHealth v2
imoneoi/openchatmain20

For agents

markdown · JSON · MCP: product_card(name="imoneoi/openchat")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem