#automated evaluation

8 stories · 1 in 7 days · 1 in 30 days

model evaluation 1 arXiv 1 LangChain 1 LLM judge 1 agent engineering 1 prompt engineering 1 agents 1 machine learning 1

Stories, products and papers tagged "automated evaluation", newest first.

Nov 13

Papers Builders10:54

Chinese content用机器学习估算图像创造力：基于新颖性、惊喜度与唤醒度三维度框架

这篇论文把"这张图有没有创意"这种主观判断变成了可计算的分数：先预测新颖性、惊喜度、唤醒度三个维度，再合成总分，结果和人类评分统计等价。做 AIGC 图像评估或内容筛选的团队可以直接参考它的实验设计，标注数据是通过 Amazon Mechanical Turk 收的，方法可复现。

#arXiv #machine learning #automated evaluation

arXiv cs.LG@Nisan Chhetri et al. (3)Source

Oct 12

How-to BuildersMulti-sourceSelected09:08

AI Evals Pocket Guide

This practical guide addresses a common pitfall in AI evaluation: over-reliance on generic metrics without clear ROI. For practitioners building AI systems in ASEAN, it offers concrete methodologies to focus evaluation resources on high-impact failures rather than chasing perfect but impractical metrics. The guide's structured approach helps teams avoid common evaluation mistakes while implementing cost-effective validation strategies.

#model evaluation #LLM judge #automated evaluation

shao__meng@shao__mengSource

Aug 20

How-to BuildersSelected02:15

Chinese contentLangChain 探索代理自动评估与环境工程的实现

LangChain 发了这活动，教大家用仓库和轨迹做代理评估，比传统方法更高效，想学自动化评估的去参加。

#LangChain #agents #prompt engineering #automated evaluation

Official accountLangChain@LangChainAISource

Aug 7

Chinese content评估对话代理基准的基准框架

这篇论文教你如何判断一个评测集靠不靠谱，用LLM当裁判自动挑毛病，省人工还靠谱。

#benchmarks #automated evaluation

arXiv cs.AI@Noam Koren et al. (3)Source

Jul 31

Chinese content面向可扩展可靠的大语言模型自动化评估框架

多模型两两PK加Elo计分来评LLM输出，能调阈值控严格度，科学摘要上跟专家判断挺接近。

#LLM evaluation #automated evaluation

arXiv cs.LG@Bertil Braun, Martin ForellSource

Jul 20

How-to BuildersSelected22:51

Chinese content从vibe-check到自动化：智能体技能评估实战经验

别再靠感觉测智能体了，Phil Schmid告诉你用负面用例、500行限制和毫秒级正则来搞自动化评估，实用干货。

#agents #automated evaluation #testing

Philipp Schmid@_philschmidSource

Jun 12

Chinese contentLLM 自动化社会科学可重复性评估，效果优于人工

社会科学研究者终于有了低成本的重复性验证工具——LLM 比人工更高效且更一致，做元分析或期刊审稿的团队可以直接用这套方法。

#LLM #reproducibility #social science #automated evaluation

arXiv cs.AI@Tobias Holtdirk et al. (10)Source

May 27

PapersSelected10:07

Chinese contentE3：自动化论文评审的Issue级回测系统

E3解决了论文评审中遗漏关键技术问题的痛点，做学术评审或论文质量控制的团队可以直接用这套开源工具提升效率，建议点开看看具体实现。

#paper review #automated evaluation #ICLR 2026 #open-source and repositories

arXiv: OpenAI@Yashwardhan Chaudhuri et al. (3)Source