A practical guide to building an AI evaluation framework for GenAI systems, covering bias testing, auto LLM judges, and production-ready evaluation pipelines. #aievaluation
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#AIevaluation
Latest posts tagged with #AIevaluation on Bluesky
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Posts tagged #AIevaluation
Research: doi.org/10.1109/ACCE... The Artificial Intelligence Cognitive Examination: , IEEE Access @ieeeaccess.bsky.social
#ArtificialIntelligence #AIResearch #MachineLearning #AIEvaluation #MultimodalAI #TechEthics #IEEEAccess #ScienceCommunications
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Get to Know 25 Steps Before Building Effective Voice Agents
Edge inference and rigorous evaluation are what separate “clever” from mission‑critical. youtube.com/shorts/oFXbR...
#RAG, #EdgeAI, #AITrust, #AISafety, #AIEvaluation, #VoiceAgent
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#NLP #LLMs #MentalHealth #ClinicalNLP #DigitalHealth #ResponsibleAI #NLProc #AIevaluation #ModelEvaluation #TrustworthyAI #Safety #Equity #HumanCenteredAI
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Read the full announcement: evalevalai.com/infrastructu...
Shared Task: evalevalai.com/events/share...
Project Webpage: evalevalai.com/projects/eve...
#AIEvaluation #EvalEval
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AI agents keep getting better at math and reasoning, or do they?
I ran a straightforward and revealing test: how well do today’s mainstream AI agents solve Calcudoku puzzles?
I benchmarked 10 agents.
Results surprised me 👇
www.calcudoku.org/papers/ai_ag...
#AI #LLMs #AIEvaluation #Calcudoku
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What happens when a commissioner and a consultant sit down for an honest, open conversation about AI in evaluation? Our latest blog tackles the practical, awkward, & important questions AI is raising between commissioners and consultants evaluation.org.uk/ai-in-evalua...
#Evaluation #AIEvaluation
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Remember overfitting? It's back, but make it RAG.
Researchers show that when RAG systems get "insider knowledge" of how LLM judges evaluate them, they achieve near-perfect scores by gaming the metrics, not by actually improving.
Full Paperzilla summary in the comments
#rag #ai #LLM #AIEvaluation
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Data contamination threatens #LLM #AIEvaluation
Scaling has “limits to growth”. New #ARCAGI2 counters this problem with contamination resistant, compositional reasoning tests and human baselines require original reasoning Not just memory recall evaluation arxiv.org/abs/2505.11831
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#DataContamination #AIEvaluation Training–test overlap can inflate LLM scores. “data contamination” in #LLMs, defined as unintended overlap between training data & evaluation data that can inflate measured performance & misrepresent true generalization. arxiv.org/html/2502.14...
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How do you actually know if your #AIApp is any good? A "vibe check" only gets you so far. 😅
My colleagues @@smithakolan.bsky.social, Annie Wang, & Rachael Deacon-Smith created a set of four hands-on labs to help you master #AIEvaluation.
Sharing a post by Smitha to introduce them👉
goo.gle/4qlrvnB
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When AI models are reused and deployed across systems, safety evaluation can’t be informal. Clear, repeatable practices reduce risk, support go/no-go decisions & build trust across teams and regulators.
Read here: imerit.net/resources/bl...
#AISafety #ResponsibleAI #AIEvaluation
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A broader theme emerged: the tendency for open-source models to be heavily optimized for benchmarks. This can inflate scores but might not translate to superior real-world performance or robust application in diverse scenarios. #AIEvaluation 5/6
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"The AI History That Explains Fears of a Bubble."
Examine if the current #AI boom is sustainable, drawing parallels to past tech cycles.
Are we building infrastructure or a bubble? 🤔
vaultsage.ai/shares?code=...
#ArtificialIntelligence #TechBubble #LLMs #AIEvaluation #HistoryOfAI
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🔸 Join as Remote Content Writer — Pay: Inside
🔸 Remote, USA 🌍
🔸 Write and edit content; review AI outputs.
remotejobs.biz/job/20683194...
#RemoteWritingJobs, #AIEvaluation, #job
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Gold standard evaluation sets are the backbone of reliable enterprise AI. Expert-validated benchmarks help uncover bias, improve fairness, meet regulatory needs, and build trust across teams.
Read more: imerit.net/resources/bl...
#AIEvaluation #EnterpriseAI #ResponsibleAI
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I’ve been testing a prompt-level operator that acts like a soft control layer for #LLMs.
It produces a 7.4× contraction in behavioural manifolds and suppresses adversarial drift in repeated generations.
Methods + metrics👉 zenodo.org/records/1771...
#AI #PromptEngineering #Robustness #AIEvaluation
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The discussion critiques standard AI benchmarks, questioning their reliability & relevance. Many advocate for task-specific evaluations, noting benchmarks can be overfit & don't always reflect true real-world performance. Custom benchmarks are key. #AIEvaluation 3/5
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Gahanna's council office is gearing up for 2026 with ambitious plans to modernize records, enhance digital accessibility, and prepare for a pivotal Charter Review Commission.
Learn more here!
#GahannaFranklinCounty #OH #CitizenPortal #GahannaBoards #DigitalAccessibility #AIEvaluation
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Accurately evaluating AI models is a major challenge. Discussions questioned SWE-bench relevance and even proposed "sycophancy" scores. Models optimized for benchmarks often fail to deliver true real-world utility. #AIevaluation 4/6
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Current AI/LLM benchmarks face severe reliability and validity issues. Discussions reveal concerns about gaming, statistical flaws, and a significant disconnect from real-world applicability in evaluating AI capabilities. #AIEvaluation 1/6
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Want your AI app to sound smarter — automatically?
Root Signals evals help you measure and refine model responses with minimal setup.
🎯 Improve tone, clarity, and helpfulness
⚙️ Works with #OpenAI, #Anthropic & more
👉 bit.ly/4oLkA65
#AI #LLM #AIEvaluation #GenerativeAI
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The community questions what LLM poker tournaments truly measure. Given current limitations, they might highlight reasoning failures rather than crowning a true 'winner,' emphasizing the need for robust evaluation. #AIEvaluation 6/6
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Woman, wearing a conference badge, standing and smiling beside a conference poster titled "KENSHALL: Cloud-based Collaborative Environment for Personalized Learning Development" on board P-20, with poster sections showing abstract, diagrams of cloud-based architecture and workflow, a world map, and a visible QR code. Left to the woman, an adjacent poster board P-21 is visible.; conference branding for ScaDS.AI Dresden/Leipzig appears at the top left.
@scadsai.bsky.social contributions at the #NHRConference25 in Göttingen combined #HPC engineering, domain-aware #AIEvaluation & empirical socio-technical research to advance AI research & education in a reproducible, scalable & human-centered way.
Book of Abstracts:
🔗https://shorturl.at/VR56s
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Empowerment Metric Offers New Way to Evaluate Language Model Agents
Researchers propose empowerment, a metric measuring mutual information between an agent’s actions and future states; EELMA estimates the metric from dialogue transcripts. getnews.me/empowerment-metric-offer... #empowerment #eelma #aievaluation
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ProRe: Proactive Reward System Boosts GUI Agent Evaluation
ProRe improves GUI agent reward assessment by adding targeted probing tasks; experiments show reward accuracy up to 5.3% higher and F1 scores improving by 19.4%. getnews.me/prore-proactive-reward-s... #prore #guiagents #aievaluation
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Is your AI evaluation stuck at precision and recall? 🤖
At QCon AI, Mallika Rao @Netflix unpacks a multi-layered evaluation framework that goes beyond metrics to include product safety, user experience, and infra robustness.
#QConAI #EnterpriseAI #AIEvaluation #MLOps
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BBScoreV2 Adds Stochastic Latent Alignment for Model Evaluation
BBScoreV2 introduces a likelihood‑based metric that orders transformer embeddings via alignment, detecting shuffled sentences; its scores correlate with human judgments of consistency. getnews.me/bbscorev2-adds-stochasti... #bbscorev2 #aievaluation
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4/4 Ready to see how AI really stacks up against human developers?
Join researchers and developers already evaluating patches → swebencharena.com
#AI #SoftwareEngineering #CodeQuality #AIEvaluation #SWEBenchArena
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