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T-pro 2.0: An Efficient Russian Hybrid-Reasoning Model and Playground

arXiv:2512.10430v1 Announce Type: new Abstract: We introduce T-pro 2.0, an open-weight Russian LLM for hybrid...

System Report for CCL25-Eval Task 10: SRAG-MAV for Fine-Grained Chinese Hate Speech Recognition

arXiv:2507.18580v1 Announce Type: new Abstract: This paper presents our system for CCL25-Eval Task 10, addressing...

SynPref-40M and Skywork-Reward-V2: Scalable Human-AI Alignment for State-of-the-Art Reward Models

Understanding Limitations of Current Reward Models Although reward models play a crucial role in Reinforcement...

SynPlanResearch-R1: Encouraging Tool Exploration for Deep Research with Synthetic Plans

arXiv:2603.07853v1 Announce Type: cross Abstract: Research Agents enable models to gather information from the web...

SynapseRoute: An Auto-Route Switching Framework on Dual-State Large Language Model

arXiv:2507.02822v1 Announce Type: new Abstract: With the widespread adoption of large language models (LLMs) in...

Symbiotic-MoE: Unlocking the Synergy between Generation and Understanding

arXiv:2604.07753v1 Announce Type: cross Abstract: Empowering Large Multimodal Models (LMMs) with image generation often leads...

SwiReasoning: Entropy-Driven Alternation of Latent and Explicit Chain-of-Thought for Reasoning LLMs

SwiReasoning is a decoding-time framework that lets a reasoning LLM decide when to think in...

SwiftMem: Fast Agentic Memory via Query-aware Indexing

arXiv:2601.08160v1 Announce Type: new Abstract: Agentic memory systems have become critical for enabling LLM agents...

SWE-Bench Performance Reaches 50.8% Without Tool Use: A Case for Monolithic State-in-Context Agents

Recent advancements in LM agents have shown promising potential for automating intricate real-world tasks. These...

Surprise Calibration for Better In-Context Learning

arXiv:2506.12796v1 Announce Type: new Abstract: In-context learning (ICL) has emerged as a powerful paradigm for...

Support or Refute: Analyzing the Stance of Evidence to Detect Out-of-Context Mis- and Disinformation

arXiv:2311.01766v5 Announce Type: replace Abstract: Mis- and disinformation online have become a major societal problem...

Supertone Releases Supertonic v3: On-Device Text-to-Speech Model with 31-Language Support, Fewer Reading Failures, and Expression Tags

Supertone released Supertonic 3, the third generation of its on-device, ONNX-based text-to-speech system. Supertonic 3...

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