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Reinforcement Trained Reasoners, Teacher Hints, and Adaptive Thinking: Three Paths to Smarter LLMs

Reinforcement Trained Reasoners, Teacher Hints, and Adaptive Thinking: Three Paths to Smarter LLMs

TensorTeach AI
TensorTeach AI
Motivation Supercharges LLMs, OctoThinker Goes Long, Reasoning Gets Structured

Motivation Supercharges LLMs, OctoThinker Goes Long, Reasoning Gets Structured

TensorTeach AI
TensorTeach AI
MM-R5 Sets State-of-the-Art in Multimodal Retrieval, PeRL Outperforms on Multi-Image Benchmarks, and Small LMs Gain via Hybrid Training

MM-R5 Sets State-of-the-Art in Multimodal Retrieval, PeRL Outperforms on Multi-Image Benchmarks, and Small LMs Gain via Hybrid Training

TensorTeach AI
TensorTeach AI
VRBench Probes Narrative Video Reasoning, Time‐R1 Applies Slow Thinking to Forecasting, PAL Tunes Audio‐LLMs, VideoDeepResearch Uses Agentic Tools, and RRP Links Knowledge Graphs to Reasoning

VRBench Probes Narrative Video Reasoning, Time‐R1 Applies Slow Thinking to Forecasting, PAL Tunes Audio‐LLMs, VideoDeepResearch Uses Agentic Tools, and RRP Links Knowledge Graphs to Reasoning

TensorTeach AI
TensorTeach AI
ReVisual-R1 Leads in Multimodal Reasoning, MMRB Introduces New Benchmark, Turbo Improves Table Analysis, RAP Enhances Data Efficiency, and SPARKLE Breaks Down Math Reasoning

ReVisual-R1 Leads in Multimodal Reasoning, MMRB Introduces New Benchmark, Turbo Improves Table Analysis, RAP Enhances Data Efficiency, and SPARKLE Breaks Down Math Reasoning

TensorTeach AI
TensorTeach AI
Tiny Models Tackle Math with Phased RL, MLLMs Merge Without Data, Medical Minds Learn to Reason, and Jigsaw Puzzles Sharpen Spatial Skill

Tiny Models Tackle Math with Phased RL, MLLMs Merge Without Data, Medical Minds Learn to Reason, and Jigsaw Puzzles Sharpen Spatial Skill

TensorTeach AI
TensorTeach AI
Learning from Imperfect Humans, Math via Code Generation, Judging with RL, Scaling via Hardware Co-Design, and More

Learning from Imperfect Humans, Math via Code Generation, Judging with RL, Scaling via Hardware Co-Design, and More

TensorTeach AI
TensorTeach AI
VideoLLMs Guide the Blind, EchoInk Learns to Listen, X-Reasoner Defies Modality, and “Wait” Boosts Math Scores

VideoLLMs Guide the Blind, EchoInk Learns to Listen, X-Reasoner Defies Modality, and “Wait” Boosts Math Scores

TensorTeach AI
TensorTeach AI
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