| --- |
| license: other |
| language: |
| - en |
| tags: |
| - automatic-speech-recognition |
| - speech-recognition |
| - state-space-models |
| - mamba |
| - ctc |
| - librispeech |
| - pytorch |
| - masters-thesis |
| pretty_name: SSM-AST thesis checkpoints |
| --- |
| |
| # SSM-AST: State Space Models for Automatic Speech Transcription |
|
|
| This repository contains model artifacts for the master's thesis **“State Space Models for Automatic Speech Transcription.”** It provides the trained acoustic encoder checkpoints, language-model checkpoints, n-gram training text, and selected training logs used to support evaluation of a pure State Space Model (SSM) automatic speech transcription pipeline on LibriSpeech. |
|
|
| The code for training and evaluation is maintained separately. This Hugging Face repository is intended as a checkpoint and artifact archive so that the thesis evaluation pipeline can be run without retraining the full models from scratch. |
|
|
| ## Repository contents |
|
|
| ```text |
| SSM-AST/ |
| ├── datasets/ |
| │ └── librispeecm_lm_dataset_pre-processed_char_level_text.txt |
| ├── encoder_checkpoints/ |
| │ ├── enc_mamba3_460h_checkpoint_best_epoch=49_val_wer=0.255.ckpt |
| │ ├── enc_mamba3_960h_checkpoint_best_epoch=91_val_wer=0.186.ckpt |
| │ ├── enc_mamba_460h_checkpoint_best_epoch=49_val_wer=0.227.ckpt |
| │ ├── enc_mamba_960h_checkpoint_best_epoch=100_val_wer=0.155.ckpt |
| │ ├── enc_ssssm_460h_checkpoint_best_epoch=49_val_wer=0.197.ckpt |
| │ ├── enc_ssssm_960h_checkpoint_best_epoch=100_val_wer=0.111.ckpt |
| │ └── enc_ssssm_960h_checkpoint_best_epoch=98_val_wer=0.111.ckpt |
| ├── lm_checkpoints/ |
| │ ├── lm_mamba3_checkpoint_MaxChars-1000000000_ds-64_d320_L18.pt |
| │ ├── lm_mamba_checkpoint_MaxChars-1000000000_d320_L18.pt |
| │ └── lm_ngram_checkpoint_char_10gram.pkl |
| ├── log files/ |
| │ ├── 0utput_exp-mamba-1_960h_W-320_D-48_S-16_B-128_E-100.txt |
| │ ├── 0utput_exp-mamba3_460h_W-512_D-30_S-16_B-64_E-50.txt |
| │ ├── 0utput_exp-mamba3_enc_960h_W-320_D-48_S-16_b-64_E-100.txt |
| │ ├── 0utput_exp-mamba_dt_bias_hier_460h_W-512_D-30_S-16.txt |
| │ ├── 0utput_exp-v75_460h_hier_gating_256_42.txt |
| │ ├── 0utput_exp-v77_960h_hier_gating_320_48.txt |
| │ ├── mamba3_elm_training.log |
| │ └── mamba_elm_training.log |
| ├── .gitattributes |
| └── README.md |
| ``` |
