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小米表格结构化数据大模型 TabLDM 发布开源：四大基准评测第一梯队，回归能力登顶 OpenML-CTR23
IT之家 9 月 5 日消息，小米今日正式发布通用表格数据基础大模型 Xiaomi-TabLDM。 据介绍，该模型以单一预训练模型、统一默认配置直接适配不同表格数据集，无需针对每个任务重新训练、调参或后置集成，即可完成分类与回归预测。 长期以来，金融、医疗、制造、物流等领域大量核心数据以表格形式存在…
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AI Weekly: Four Frontier Models in Four Days
四天连发四款前沿大模型，Claude与Gemini等新王对决，基准成绩深度解析，AI圈一周动态全掌握。
Week of August 11 to 18, 2026 Four labs shipped frontier models within four days of each other this week, and every one of them was tuned for the same…
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Artificial Analysis: LLM search API providers
Artificial Analysis推出LLM搜索API对比评测，900个任务F1打分，帮你挑选最佳检索模型。
Article URL: https://artificialanalysis.ai/agents/search-api Comments URL: https://news.ycombinator.com/item?id=49359449 Points: 1 # Comments: 0
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Evaluating Agentic Code Repair Capabilities in Distributed Systems
分布式系统bug修复遇上AI智能体，DDBench双条件评测揭示其真实能力边界。
arXiv:2608.14863v1 Announce Type: cross Abstract: LLM-based coding agents have advanced rapidly on single-process SWE tasks, with frontier models now …
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ChartAnno: Evaluating MLLMs for Chart Annotation Generation
首个系统评估多模态大模型生成图表注释能力的基准，揭示模型在数据推理与视觉布局上的短板。
arXiv:2608.03464v1 Announce Type: cross Abstract: Multimodal large language models (MLLMs) have made significant progress in chart understanding, gene…
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A Unified Benchmark of Deep Learning Models for Multi-task 3D Brain Tumor Segmentation from Magnetic Resonance Imaging
首个统一基准横评多任务3D脑肿瘤分割模型，MRI医学影像AI的实用参考。
arXiv:2607.28858v1 Announce Type: cross Abstract: Automatic brain tumor segmentation from magnetic resonance imaging (MRI) has become a fundamental ta…
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Show HN: Proctor – signed isolation bundles for AI coding-agent benchmarks
AI编程基准评测常被作弊污染，Proctor用签名隔离包让作弊无处遁形，值得一看。
Article URL: https://github.com/dylanp12/proctor Comments URL: https://news.ycombinator.com/item?id=48650355 Points: 2 # Comments: 0
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Inverse Turing Bench: Evaluating Language Models as Judges of Human vs. AI Dialogue
让AI当裁判，检验它能否分辨人类与机器对话，反图灵测试新基准。
arXiv:2606.21844v1 Announce Type: new Abstract: As AI systems integrate into online spaces, differentiating them from humans in conversations is incre…
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LLM SoccerArena: Which model predicts the 2026 World Cup best?
多款大模型同台竞技预测2026世界杯，排名揭晓谁最懂足球
Article URL: https://llmsoccerarena.up.railway.app/ Comments URL: https://news.ycombinator.com/item?id=48538417 Points: 2 # Comments: 1
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FormulaCode: Evaluating Agentic Optimization on Large Codebases
LLM编码代理如何优化大型代码库？这篇论文提出FormulaCode基准，评估真实场景下的整体优化能力，超越传统合成任务与二值信号。
arXiv:2603.16011v2 Announce Type: replace-cross Abstract: Large language model (LLM) coding agents increasingly operate at the repository level, motiv…