The Federal Circuit today affirmed a summary judgment ruling from a district court finding the claims of a natural language processing patent asserted against Amazon.com, Inc. invalid for being ...
OpenAI had been stung by Google’s release of Gemini 3 Pro which had eclipsed it on most benchmarks, but it’s thrown a counterpunch with GPT 5.2. The new model, which OpenAI is calling GPT-5.2 Thinking ...
Abstract: Image Aesthetic Assessment (IAA) is an crucial task in computer vision, aiming to quantify the aesthetic quality of images. Existing methods face two main challenges: neglecting the ...
git clone --recurse-submodules https://github.com/yukang123/LLMSymbMech.git cd LLMSymbMech conda env create -f environment.yaml conda activate LLMSymbMech Two GPUs ...
Recent research indicates that LLMs, particularly smaller ones, frequently struggle with robust reasoning. They tend to perform well on familiar questions but falter when those same problems are ...
New reasoning models have something interesting and compelling called “chain of thought.” What that means, in a nutshell, is that the engine spits out a line of text attempting to tell the user what ...
AI reasoning models were supposed to be the industry's next leap, promising smarter systems able to tackle more complex problems and a path to superintelligence. The latest releases from the major ...
Bottom line: More and more AI companies say their models can reason. Two recent studies say otherwise. When asked to show their logic, most models flub the task – proving they're not reasoning so much ...
In early June, Apple researchers released a study suggesting that simulated reasoning (SR) models, such as OpenAI’s o1 and o3, DeepSeek-R1, and Claude 3.7 Sonnet Thinking, produce outputs consistent ...
Images usually convey richer detail than text, but often include redundant information which potentially downgrades multimodal reasoning performance. When faced with lengthy or complex messages, ...
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