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DEER: Disentangled Mixture of Experts with Instance-Adaptive Routing for Generalizable Machine-Generated Text Detection

arXiv:2511.01192v1 Announce Type: new Abstract: Detecting machine-generated text (MGT) has emerged as a critical challenge...

DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation

arXiv:2512.17776v2 Announce Type: replace Abstract: As large language models advance, deep research systems capable of...

DeepSeek Upgrades DeepSeek-V4-Flash-0731 with Major Agentic and Coding Gains

DeepSeek published DeepSeek-V4-Flash-0731 on Hugging Face and moved the official V4-Flash API into public beta...

DeepSeek Researchers Apply a 1967 Matrix Normalization Algorithm to Fix Instability in Hyper Connections

DeepSeek researchers are trying to solve a precise issue in large language model training. Residual...

DeepSeek Releases DSpark, a Speculative Decoding Framework That Accelerates DeepSeek-V4 Per-User Generation 60–85% Over MTP-1

DeepSeek released DSpark, a speculative decoding framework, with open-source checkpoints and training code. It is...

DeepSeek R1-0528 arrives in powerful open source challenge to OpenAI o3 and Google Gemini 2.5 Pro

Additionally, the model’s hallucination rate has been reduced, contributing to more reliable and consistent output.Read...

DeepSeek AI Researchers Introduce Engram: A Conditional Memory Axis For Sparse LLMs

Transformers use attention and Mixture-of-Experts to scale computation, but they still lack a native way...

DeepSeek AI Releases DeepSeek-OCR 2 with Causal Visual Flow Encoder for Layout Aware Document Understanding

DeepSeek AI released DeepSeek-OCR 2, an open source document OCR and understanding system that restructures...

DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents

arXiv:2506.11763v1 Announce Type: new Abstract: Deep Research Agents are a prominent category of LLM-based agents...

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