📖 This is a repository for organizing papers, codes, and other resources related to Latent Reasoning.
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Updated
Nov 5, 2025
📖 This is a repository for organizing papers, codes, and other resources related to Latent Reasoning.
Speed Always Wins: A Survey on Efficient Architectures for Large Language Models
paper list, tutorial, and nano code snippet for Diffusion Large Language Models.
Experimental playground for benchmarking language model (LM) architectures, layers, and tricks on smaller datasets. Designed for flexible experimentation and exploration.
[ICLR 2026] ParallelBench: Understanding the Tradeoffs of Parallel Decoding in Diffusion LLMs
Educational Implementation of "Edit Flows: Flow Matching with Edit Operations" by Havasi et al.
[MIR🎉] Quantization Meets dLLMs: A Systematic Study of Post-training Quantization for Diffusion LLMs
[ACL '26] UNCODE (a.k.a. PC-Sampler): training-free decoding calibration for masked diffusion LLMs. Code for "Empirical Analysis of Decoding Biases in Masked Diffusion Models"
Anchored Diffusion Language Model (NeurIPS 2025)
Decisions, not essays: a choice, a yes or no, or a score with a calibrated probability. Open weights, Jev-compatible API, adaptive thinking.
A Curated Collection of Frontier Language Model Architectures
[ACL 2026 Main] Code for paper "d-TreeRPO: Towards More Reliable Policy Optimization for Diffusion Language Models"
DeepSeek Harness (dsh) plugin for Inception Mercury: renders the diffusion denoising stream live inside the answer bubble
[ICLR2026] Official Code for Loopholing Discrete Diffusion: Deterministic Bypass of the Sampling Wall
A curated list of diffusion language models (dLLMs): papers, models, and code behind diffusion-based, non-autoregressive text generation, focused on 2025–2026.
⚡ Ultra-lightweight, zero-browser OpenAI-compatible API Gateway for Inception Labs Mercury 3 (Diffusion LLM). Supports Docker, 4-level reasoning, and live web search.
FastMCP fleet MCP server for diffusion LMs (dLLM). DiffusionGemma on Goliath RTX 4090 — batch inference, HLE-shaped reasoning, ~200–400 tok/s. Doc phase; llama-diffusion-cli sidecar next. Complements local-llm-mcp.
Clover-35B-A3B-Preview (block-diffusion MoE, 3B active, BF16) on a single DGX Spark with SGLang via Docker Compose. Includes an agent benchmark against Qwen3.8 Flash Next: BFCL, AgentDojo, IFEval, GPQA.
DiffusionGemma-26B-A4B NVFP4 on NVIDIA Jetson AGX Thor with vLLM — single-stream decode speed by turn length, prefix caching (79-83% faster warm turns), quality checks, requant headroom
Diffusion VLM papers indexed with one feature schema, plus decode-behaviour traces measured through a single instrumentation path
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