drafter
Qwen3.8-Flash-Next-MTP-Drafter-MLX-bf16DeepSeek-V4-Flash-DSpark-drafter-GGUFDSpark-DeepSeek-V4-Flash-0731-drafter-dflash-GGUFQwen3.8-Flash-Next-MTP-Drafter-GGUFQwen3.8-27B-AEON-Ultimate-Uncensored-MLX-MTP-DrafterQwen3.8-27B-DFlash-drafter-bootstrap-GGUFQwen3.6-27B-AEON-Ultimate-Uncensored-MLX-MTP-DrafterQwen3.8-27B-Fable-Distill-OptiQ-4.5bpw-mixed-mtp-drafter
Datasets
All datasets matching “drafter”Qwen3.8-27B-Drafter-SFT
Qwen3.8-27B Drafter SFT Corpus
Supervised fine-tuning data released for training speculative drafters for Qwen/Qwen3.8-27B. All completions were generated with Qwen/Qwen3.8-27B at revision 1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0.
The dataset contains 367,535 source conversations and 450,401 train rows, totaling 1,953,218,671 tokens after filtering and evaluation decontamination. Rows contain Qwen3.8-27B-tokenized prompts and target-generated completions, together with loss… See the full description on the dataset page: https://huggingface.co/datasets/DaoCloud/Qwen3.8-27B-Drafter-SFT.dlm-exp1-drafter-voting-research-artifacts
dlm-exp1 drafter-voting: research artifacts (public mirror)
Everything bulky from the drafter-voting branch of https://github.com/NoviceCoderInfinity/dlm-general-expert-exp1
that git does not track (uploaded 2026-09-06 before the compute instance was destroyed):
logs/research_v1/: baseline cells (one JSON line per item; per-pass NPZ traces for both checkpoints in
baselines_traces/ and baselines_b32_traces/), state-batch fidelity probe states (fidelity/), flush-fusion
boundaries… See the full description on the dataset page: https://huggingface.co/datasets/Arushhh/dlm-exp1-drafter-voting-research-artifacts.dlm-exp1-drafter-voting-research-artifacts
dlm-exp1 drafter-voting research artifacts (public)
Draft-aligned judge LoRA for SDAR-30B-A3B-Chat-b32 with a 1.7B drafter and DES expert pooling: goal = decode speedup with minimal accuracy loss vs the stock model.
model / setting
weights
eval records
stock SDAR-30B-A3B-Chat-b32 (+ 1.7B drafter where used)
JetLM/SDAR-30B-A3B-Chat-b32 @ c351bbc3… (Hugging Face)
reference_evals/da_decode (*_stock), r3_A/evals/stock
stock + DES32 / DES48 (decode-time expert pooling… See the full description on the dataset page: https://huggingface.co/datasets/Anupam-Rawat-IITB/dlm-exp1-drafter-voting-research-artifacts.DrafterBench-fixed-trajectories
AgentSuite/DrafterBench-fixed-trajectories
Per-model agent trajectory data for DrafterBench-fixed (public release).
Models: 30
Tasks per model: 1,920
One file per model: {model}.jsonl, one JSON object per line.
Fields: model_path, user_model_path, benchmark_name, task_name, sampling_params, user_sampling_params, messages, eval_result, meta.
sampling_params reflect each benchmark's own implementation; values the benchmark leaves unset are recorded as null (provider default).… See the full description on the dataset page: https://huggingface.co/datasets/AgentSuite/DrafterBench-fixed-trajectories.DrafterBench
Dataset Card for DrafterBench
Dataset Description
DrafterBench is a large-scale toolkit focused on evaluating the proficiency of Large Language Models (LLMs) in automating Civil Engineering tasks.
This dataset hosts a task suite summarized across 20 real-world projects, encompassing a total of 1920 tasks.
It replicates the complexity of real-world engineering tasks and provides a technical platform to test the four key capabilities of LLMs:
Structured data understanding… See the full description on the dataset page: https://huggingface.co/datasets/Eason666/DrafterBench.turkish-flow-drafter-prompts
Turkish prompts for Chained-Flow drafter training
Chat-templated Turkish prompts used to train and evaluate the Turkish
Flow-Drafter
checkpoints for Qwen/Qwen3.5-4B / 9B / 27B.
Prompts only — no completions. A drafter is trained on the target model's own hidden states, so
continuations are generated locally by running the target over these prompts. Nothing here is a
model output.
split
rows
what it is
v1/
29,100 train + 300 holdout
the mixture the released Turkish… See the full description on the dataset page: https://huggingface.co/datasets/selimaktas/turkish-flow-drafter-prompts.