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COFFEQA Adds 8.77 EM on TriviaQA to Few-Shot Distillation Using Counterfactuals
COFFEQA pairs hard examples with counterfactuals. On TriviaQA with 32 pairs, it beats baseline distillation for T5 by 8.77 EM and 9.98 F1.

MADS Trains Dialog Agents Not to Break: 1,095 Conversations, 66% With "Bad" Scenarios
MADS generates synthetic dialogs with toxic and unconstructive users. The benchmark covers 6 domains, 55 personas, 1095 conversations, and 66% of scenarios carry a…

U4RASD Takes 1st Place at KnowledgeGraphEval-2026: 94.06 micro-F1 on Arabic
An ensemble of Yehia, Qwen3.5 and an encoder with typed markers won the Arabic relation extraction subtask: micro-F1 of 94.06 across 40 relation types.

OGPO Teaches VLA Models to Get Back on Track After a Failure, Without Online Fine-Tuning

Seq-Drifting Generates Text in a Single Pass: Perplexity of 36.01 on LM1B

CToM teaches LLMs to predict user replies and lifts accuracy to 79.6%

GeoSpatialBench Tests MLLMs on 28 Types of Spatial Relations Across Six Cities

RGR Protects LLMs from Skill Loss in Self-Distillation by Preserving Representation Geometry
RGR monitors the geometry of hidden representations and reduces skill degradation in on-policy LLM self-distillation. The code is on GitHub, and the method works…

Researchers Propose a 3-Criterion Formula for Creativity and Test It on Chess and Picasso
An arXiv paper proposes a formal definition of creativity built on novelty, value and surprise, and tests it on chess moves and paintings.

New Method Aligns Encoders With 100–500 Pairs Instead of Millions

LLM Pipeline Turns Datasheets into Knowledge Graphs with 98.8% Accuracy

EvoSyn: Multi-Agent Data Synthesis Lifts Task Success by 13.3 Points

EliteTable Makes LLMs Evolve Controller Code: Gains in 6 of 6 Tasks

Firmus Grid IPO Failure Wipes More Than $699 Million Off Maas Group's Market Value
Maas Group shares have fallen five days in a row. After Firmus Grid's IPO collapsed and Jefferies downgraded the stock, the company lost more than A$1 billion in…

Dongshan Precision Prepares $2–3 Billion Hong Kong Listing
Printed circuit board maker Suzhou Dongshan Precision has begun gauging demand for a Hong Kong listing that could raise $2 to $3 billion. The deal is still at an…









