MoLGE Checkpoints

Released weights for MoLGE: Mixture of Language Group Experts.

Download into the repository checkpoints/ directory so training and inference paths match the code:

hf download Sanghyang00/molge-checkpoints --local-dir checkpoints

or:

bash scripts/download_checkpoints.sh

Layout

checkpoints/
  lamaut/          # romanized CTC (LAMA-UT)
  omnictc/         # grapheme CTC (OmniCTC)
  pretrained/      # OmniASR encoder + first-stage CTC full-finetune

Released models

Path	Config	Notes
`lamaut/molge_geographic.pt`	`configs/lamaut/molge_geographic.yaml`	MoLGE, geographic groups
`lamaut/molge_genetic.pt`	`configs/lamaut/molge_genetic.yaml`	MoLGE, genetic groups
`lamaut/molge_lid.pt`	`configs/lamaut/molge_lid.yaml`	MoLGE, LID groups
`lamaut/molge_mlm.pt`	`configs/lamaut/molge_mlm.yaml`	MoLGE, MLM groups
`lamaut/molge_random.pt`	`configs/lamaut/molge_geographic.yaml`	random grouping ablation
`lamaut/mole_frame_{8,16,32}.pt`	`configs/lamaut/mole_frame_*.yaml`	frame-wise MoLE
`lamaut/mole_sample_{8,16,32}.pt`	`configs/lamaut/mole_sample_*.yaml`	sample-wise MoLE
`lamaut/lora_activate.pt`	`configs/lamaut/lora_activate.yaml`	LoRA baseline
`lamaut/lora_total.pt`	`configs/lamaut/lora_total.yaml`	LoRA baseline
`omnictc/...`	`configs/omnictc/...`	same recipes with `--omnictc`
`omnictc/molge_geographic_noshare.pt`	`configs/omnictc/molge_geographic_noshare.yaml`	no shared expert
`pretrained/omniasr-300m.pt`	encoder init in YAML	converted OmniASR-300M
`pretrained/omniasr-1b.pt`	prototype extraction	converted OmniASR-1B
`pretrained/omniasr_ctc_fullft_roman.pt`	`--first_stage_ckpt_path`	LAMA-UT stage-1
`pretrained/omniasr_ctc_fullft_original.pt`	`--first_stage_ckpt_path`	OmniCTC stage-1

Inference

python inference.py \
  --config_path configs/lamaut/molge_geographic.yaml \
  --ckpt_path checkpoints/lamaut/molge_geographic.pt \
  --group_config_path configs/language_groups/geographic.json \
  --data_dir csvs

python inference.py \
  --config_path configs/omnictc/molge_geographic.yaml \
  --ckpt_path checkpoints/omnictc/molge_geographic.pt \
  --group_config_path configs/language_groups/geographic.json \
  --data_dir csvs_omni \
  --omnictc

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