qa

"By shifting report generation to the Python side, we were able to suppress credit consumption and execution time."

"AI is good at explaining, but it does not automatically perform fact-checking or reproduction verification."

"This time, we are using KokushiMD-10, a preprint released in June 2025, which organizes 10 types of Japanese national examinations in medical and related fields as an evaluation dataset for LLMs."

"Hi I'm currently experimenting with Claude and I want to create a LQA."

"Investigation and execution verification revealed that this pipeline has a structure of "automatic generation of test specifications through exploratory methods -> conversion into scripted regression tests," and that this entire process consists solely of prompts to the LLM."

"AIを信じて開発できる時代だからこそ、「信じすぎないためのテスト」が必要だと感じました。"

"On the FOLIO benchmark's first-order-logic fields, CGD-PD yields consistent gains across frontier LLMs, with relative improvements in accuracy of up to 16% over the base model, while also reducing Unknown predictions."

"Best LLM / Multimodal Models for Generating Attention Heatmaps (VQA-focused)?"

"In the same way that GANs separate the generator and the discriminator, completely separate the agent that writes the code and the agent that evaluates it."

"We find that positively- and negatively-framed pairs are significantly more likely to produce contradictory conclusions than same-framing pairs."

"When the test was rerun following the Gemini 3 update, AI Overviews answered 91 percent of the questions correctly."

"This tool holds the key to building highly customizable agents."

"Quantum algorithms have the following advantages over these challenges."

"QAOA is an algorithm that solves combinatorial optimization problems using quantum computers. It transforms the problem of maximizing protein-ligand binding into QUBO (Quadratic Unconstrained Binary Optimization)."

"=== QAOA drug optimization results ==="

"I wanted to create a system that could naturally converse with an avatar, so I implemented it. I didn't want it to be just a conversation, so I wanted to add various functions to the AI, so I'm using an AI agent."

"This article introduces a mechanism for AI review of test cases by combining the MagicPod MCP server officially provided with Claude."

"Built this full computer vision app as a side project: Uses YOLOv8 segmentation + OCR to measure cracks on walls"

"Few-Shot Chain-of-Thought prompting consistently yields the highest accuracy (up to 78.2%), particularly on reasoning-intensive questions, while Few-Shot prompting improves format adherence."

"End result: Llama 3.1 8B with these augmentations matches or exceeds vanilla Llama 3.3 70B on three common benchmarks at roughly 12x lower cost (groq)."

"We build AI agents that read your codebase, figure out what a pull request actually changed, and generate and execute tests for every affected user workflow."

"Our results demonstrate that the evolved GP models consistently achieve strong alignment between the predictions and human visual preferences."

"The 9B is second only to Gemini 3.1 Pro on VQA. It edges past GPT-5.4."

"This book allowed me to reorganize the points that easily break the quality in the AI system from the perspective of test design."

"This article introduces an approach to completely delegate this manual QA to an AI agent. Instead of writing test code, you simply write in natural language, 'Check if a message can be sent.' Then the AI autonomously operates the simulator and judges the result."

"NTT Data's output accuracy for Generative AI code is approximately 60%."

"This makes human bug fixing work only to check the AI's output and press the approval button."

"We're releasing the IDP Leaderboard, an open evaluation framework for document understanding tasks."

"These are all "peripheral tasks surrounding the work you actually want to do.""