HuggingFace

ReflectRL: Learning from Golden Negative Trajectories via Reflective-to-Direct Reasoning

On-policy training has emerged as a powerful post-training paradigm for improving the reasoning capabilities of large...

AI 聚合
2026-08-06
HuggingFace

LegalPincite: Multi-level Legal Information Retrieval Dataset

A common task in legal Information Retrieval (IR) is to find relevant legal sources from case-law collections. While ...

AI 聚合
2026-08-06
HuggingFace

ARCHead: Activation-Metric Residual Correction for Large Language Model Output Heads

Weight-only quantization substantially reduces the storage of large language model (LLM) transformer blocks, but prac...

AI 聚合
2026-08-06
HuggingFace

When Many Answers Are Valid, Voting Fails: Symbolic Verification for Best-of-K Causal Reasoning in LLMs

Self-consistency assumes the most frequent answer among sampled reasoning traces is the most reliable, but this can f...

AI 聚合
2026-08-06
HuggingFace

Know When to Stop: Segment-Level Credit Assignment for Reducing Overthinking

Reasoning language models frequently overthink: generating extended chains of behaviors such as hedging, approach aba...

AI 聚合
2026-08-06
arXiv

When and Where to Look: Adaptive Visual Evidence Scheduling for Efficient Long Video Understanding

Efficient long-video understanding requires vision--language models (VLMs) to reason over a small number of frames se...

AI 聚合
2026-08-05
arXiv

Equivariant Music Transformer

Humans recognize a musical passage even when it is shifted in time or transposed in pitch, indicating a notion of equ...

AI 聚合
2026-08-05
arXiv

The Transformer Revolution, Part 1: Dynamic Processing through Output- Weight Interconnections

This paper offers a new interpretation of the Transformer during inference. Against the "stochastic parrot" view that...

AI 聚合
2026-08-05
arXiv

PRISM: Powerful Time Series to Image (TS2I) Representations for Multivariate Anomaly Detection

Time series anomaly detection (TSAD) underpins applications in predictive maintenance, finance, and cloud computing, ...

AI 聚合
2026-08-05
arXiv

Logic Before Language: Pre-pretraining on Formal Derivations Fosters Skill Acquisition and Compressibility

Pre-pretraining language models (LMs) on symbolic data can accelerate and improve natural language acquisition. Howev...

AI 聚合
2026-08-05
arXiv

TACT: Taxonomy-Aligned Post-Training for Pedagogically Adaptive English Tutoring

Large language models (LLMs) are increasingly used to provide conversational practice for English-as-a-second-languag...

AI 聚合
2026-08-05
arXiv

A game theory for foundation models shows new paths to rational cooperation through similarity inference

As autonomous agents powered by foundation models are increasingly integrated into social and economic systems, under...

AI 聚合
2026-08-05
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