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GSM8K evaluation: Qwen-0.6B/1.7B/4B × 3 schemes (Baseline, KV-Reuse, M-Matrix)
GPU k-NN search and k-NN graph construction on Apple silicon, built on MLX
cuVS - a library for vector search and clustering on the GPU
本项目面向中文电商图文检索这一真实问题，以 Chinese-CLIP ViT-B/16 为基础模型，在 MUGE 电商检索数据集（官方验证集）上系统比较了四类轻量化适配方法：零样本直接推理、线性探针、轻量 Adapter 与 LoRA 部分参数微调，并额外考察系统性提示模板优化。全部实验在单张 8GB 显存的 RTX 5060 Laptop GPU 上完成。
DeepSeek 4 Flash and PRO local inference engine for Metal, CUDA and ROCm
《大模型推理技术详解》— 基于 ds4 (DwarfStar) 源码的大模型推理技术教程，26 章 + 4 附录
Official code for "MobileForge: Annotation-Free Adaptation for Mobile GUI Agents with Hierarchical Feedback-Guided Policy Optimization"
[NeurIPS'25] Listwise Preference Diffusion Optimization for User Behavior Trajectories Prediction
Toolkit for generative retrieval on Korean law DBs with constrained decoding and reproducible evaluation.
Does exposure bias in logged feedback change offline conclusions about recommender models? Retrieval, ranking and generative recommendation on KuaiRand / KuaiRec, checked against random-exposure logs.
Semantic-ID generative retrieval (TIGER) and an HSTU-style ranker in a two-stage cascade on Amazon 2023 Electronics, with a serving benchmark on one RTX 4090
Unified Schema-Based Information Extraction
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)
Jev vs DeepSeek 医疗任务对比：12 类场景、96 项测试，效果、耗时与费用一览。 | Jev vs DeepSeek on 96 healthcare tasks across 12 scenarios: quality, latency, cost and open experiment data.
DeAR (Deep Agent Rank): Dual-Stage Document Reranking with Reasoning Agents Accepted at EMNLP Findings 2025
JAX implementation of hLLM: Single Pass Decoding for Generative Reranking (arXiv:2609.01807)