Issues

• Add native MLX SimNPO unlearning with explicit forget and retain behavior

  needs-triage
  MakazhanAlpamys/Soup#2005 · Filter by author Amix29 opened on Oct 17, 2026

• Add native MLX ORPO training with supervised and odds-ratio loss parity

  needs-triage
  MakazhanAlpamys/Soup#2004 · Filter by author Amix29 opened on Oct 17, 2026

• Add native MLX scalar reward-model training from paired preferences

  needs-triage
  MakazhanAlpamys/Soup#2003 · Filter by author Amix29 opened on Oct 17, 2026

• Evaluate native MLX models and adapters with soup eval benchmark and lm-eval

  needs-triage
  MakazhanAlpamys/Soup#2002 · Filter by author Amix29 opened on Oct 17, 2026

• Add a native MLX backend to soup serve for text chat completions

  needs-triage
  MakazhanAlpamys/Soup#2001 · Filter by author Amix29 opened on Oct 17, 2026

• Add native MLX KTO training for unpaired desirable and undesirable feedback

  needs-triage
  MakazhanAlpamys/Soup#2000 · Filter by author Amix29 opened on Oct 17, 2026

• Add native MLX SimPO preference training with explicit objective parity

  needs-triage
  MakazhanAlpamys/Soup#1999 · Filter by author Amix29 opened on Oct 17, 2026

• Add native reranker and paired cross-encoder fine-tuning on MLX

  needs-triage
  MakazhanAlpamys/Soup#1998 · Filter by author Amix29 opened on Oct 17, 2026

• Add native single-label classifier fine-tuning and reload on MLX

  needs-triage
  MakazhanAlpamys/Soup#1997 · Filter by author Amix29 opened on Oct 17, 2026

• Honor per-module LoRA rank_pattern and alpha_pattern in native MLX SFT

  needs-triage
  MakazhanAlpamys/Soup#1996 · Filter by author Amix29 opened on Oct 17, 2026

• Add explicitly scoped native RoPE context extension to MLX text SFT

  needs-triage
  MakazhanAlpamys/Soup#1995 · Filter by author Amix29 opened on Oct 17, 2026

• Add native vocabulary expansion and trainable new tokens to MLX text SFT

  needs-triage
  MakazhanAlpamys/Soup#1994 · Filter by author Amix29 opened on Oct 17, 2026

• Add native embedding fine-tuning on MLX

  needs-triage
  MakazhanAlpamys/Soup#1993 · Filter by author Amix29 opened on Oct 17, 2026

• Add dense full fine-tuning and selective layer freezing to MLX SFT

  needs-triage
  MakazhanAlpamys/Soup#1992 · Filter by author Amix29 opened on Oct 17, 2026

• Consume Soup pre-tokenized datasets in MLX SFT

  needs-triage
  MakazhanAlpamys/Soup#1991 · Filter by author Amix29 opened on Oct 17, 2026

• Honor configurable validation cadence in MLX SFT

  needs-triage
  MakazhanAlpamys/Soup#1990 · Filter by author Amix29 opened on Oct 17, 2026

• Add a native loss watchdog to MLX SFT

  needs-triage
  MakazhanAlpamys/Soup#1989 · Filter by author Amix29 opened on Oct 17, 2026

• Add native MLX adapter fusion to soup merge

  needs-triage
  MakazhanAlpamys/Soup#1988 · Filter by author Amix29 opened on Oct 17, 2026

• Add native MLX custom evaluation for trained adapters

  needs-triage
  MakazhanAlpamys/Soup#1987 · Filter by author Amix29 opened on Oct 17, 2026

• Add native MLX loading and generation to soup chat and soup infer

  needs-triage
  MakazhanAlpamys/Soup#1986 · Filter by author Amix29 opened on Oct 17, 2026

• Honor selective message loss masks in MLX text SFT

  needs-triage
  MakazhanAlpamys/Soup#1985 · Filter by author Amix29 opened on Oct 17, 2026

• Add native sequence packing to MLX text SFT

  needs-triage
  MakazhanAlpamys/Soup#1984 · Filter by author Amix29 opened on Oct 17, 2026

• Add native continued pre-training on the MLX backend

  needs-triage
  MakazhanAlpamys/Soup#1983 · Filter by author Amix29 opened on Oct 17, 2026

• Add native vision-language SFT to MLX via MLX-VLM

  needs-triage
  MakazhanAlpamys/Soup#1982 · Filter by author Amix29 opened on Oct 17, 2026

• Add native token-level knowledge distillation to MLX

  needs-triage
  MakazhanAlpamys/Soup#1979 · Filter by author Amix29 opened on Oct 16, 2026