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metadata
license: apache-2.0
language:
  - it
library_name: echo-1.58
tags:
  - masked-diffusion
  - ternary
  - 1.58-bit
  - quantization-aware-training
  - research-checkpoints
pipeline_tag: fill-mask

Echo-1.58 27M Research Ladder

A bundle of 27M-parameter checkpoints (d_model 448, 8 layers) that back the paper's mechanistic results: the recovery ablation, the multi-epoch repetition ladder (1 to 20 epochs on a fixed 75M-token pool), the technique arms, and the fresh-data baselines. Each file is bfloat16, paired with its FP16 twin where relevant. These are provenance artifacts for reproducing the tables and figures, not standalone models. See https://github.com/lupodevelop/echo-1.58 for the code that consumes them and results/RESULTS.md for the numbers.

Contents

  • fp16_e{1,5,10,20}.pt, tern_e{5,10,20}.pt, rec_e{5,10}.pt repetition ladder
  • rec_e5_lr3.pt, tern_e5_lr3.pt, rec_e5_vsched.pt, rec_e5_lr8.pt, rec_e5_rewarm.pt technique and learning-rate arms