CacheRoute is an innovative LLM scheduling scheme dedicated to enabling flexible KV cache reuse across LLM systems, improving task performance and system efficiency.

[NLPCC 2022] Kformer: Knowledge Injection in Transformer Feed-Forward Layers

A bilingual awesome list for VLM/MLLM knowledge injection research: benchmarks, papers, tools, resources, and ecosystem updates.

📚 Code for my master's thesis "Investigating Knowledge Injection Approaches for Research Field Classification of Scholarly Articles".

We optimize a compact latent state (frozen weights) to force failed multi-hop chains to output the missing answer D. 5 pre-registered controls show it simply injects D: carries it without the code-fact, leaves intermediates invisible, inert to hop corruption, and doesn’t transfer. No latent composition at 3B (Llama-3.2-3B, Qwen2.5-3B).

Command-line interface for interacting with a modular RAG system: query, ingest, and manage knowledge pipelines.

MCP server that injects structured professional domain expertise into AI agents — accounting, legal, medical, Islamic finance, real estate, and more

A from-scratch PyTorch course: inject new knowledge into a teacher LLM, then distill it into a much smaller student — measured by cloze recall, laptop-sized.