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Simple is Better: Multiplication May Be All You Need for LLM Request Scheduling

Announce Type: replace Abstract: High-quality LLM request scheduling requires meeting two key objectives: ensuring the routed instance has KVCache to accelerate request execution, and ensuring that the workload is balanced across instances. Achieving both objectives is challenging because pursuing one may compromise the other. Current approaches use various combinators (e.g., linear combinations) to compute a scheduling score that combines indicators for the two objectives.

arXiv CS 2d ago

From Scoring to Explanations: Evaluating SHAP and LLM Rationales for Rubric-based Teaching Quality Assessment

Announce Type: new Abstract: Automated scoring models are increasingly used to assign rubric-based quality ratings to complex language performances, including classroom transcripts, yet they typically provide little insight into why a particular score is produced. We propose a general framework for sentence-level interpretability of rubric-based scoring that combines model-agnostic Shapley-value attributions with rationales generated by large language models (LLMs). Instantiated on the...

arXiv CS 5d ago

MADRAG: Multi-Agent Debate with Retrieval-Augmented Generation for Training-Free Analytic Essay Scoring

Announce Type: new Abstract: We present MADRAG, a training-free framework for analytic essay scoring that combines multi-agent reasoning with retrieval-augmented grounding. Unlike standard LLM-as-judge approaches, which are prone to bias and unstable scoring, MADRAG decomposes evaluation into an interactive process: an Advocate identifies strengths, a Skeptic critiques weaknesses, and a Judge aggregates their arguments into a final score. Crucially, the Judge is augmented with rubric-aligned...

arXiv CS 2d ago

Ohtani's bat comes alive! Tigers in trouble! MLB w...

The home ballparks of the Los Angeles Dodgers and Los Angeles Angels are just 30 miles apart, but the teams might as well be playing on different planets. That was certainly the case in the month of May, when Shohei Ohtani's performance at the plate finally started matching his Cy Young start on the mound for the Dodgers ... while Angels fans watched their team lose 11 of 13 at one point, including getting swept by Ohtani's Dodgers in three games by a combined score of 31-3. Not just in...

ESPN 8d ago

Rethinking Search as Code Generation

Rethinking Search as Code Generation Evolving search from monolithic services to programmable primitives for the era of agent harnesses. Search is a core primitive for AI systems. Frontier models grow more capable by the month, but they still need access to fresh, accurate, and well-curated knowledge from the wider world.

Hacker News 8d ago

'The Real Scoreline' reveals the nations facing climate penalties

'The Real Scoreline' reveals the nations facing climate penalties Stephanie Baum Scientific Editor Andrew Zinin Lead Editor As nations prepare to compete on the global stage this summer, researchers at the University of Reading have created a different kind of scoreboard that shows where each country really stands on climate change. The Real Scoreline compares countries using six climate indicators—including emissions, fossil fuel dependence, heat stress, projected warming and net-zero...

Phys.org 1d ago

Billions are going into fish passage projects, but planning methods can undercut results

Billions are going into fish passage projects, but planning methods can undercut results Sadie Harley Scientific Editor Robert Egan Associate Editor Fish that split their lives between fresh and salt water often face obstacles getting back and forth. Dams and roads fracture river networks and interfere with traditional migratory routes, sparking concerns about fish health and abundance, as well as biodiversity on a broader scale. Efforts to restore fish passage are cropping up across the...

Phys.org 6d ago

DPA4: Pushing the Accuracy-Cost Frontier of Interatomic Potentials with EMFA SO(2) Convolution

Announce Type: new Abstract: Machine-learning interatomic potentials now approach quantum-mechanical accuracy on standard benchmarks, but the training cost of the most expressive equivariant architectures has become a serious bottleneck. We introduce DPA4, an SE(3)-equivariant interatomic-potential architecture with an EMFA (Edge-conditioned, Multi-Focus, Attention) SO(2)-equivariant convolution that combines a low-rank edge-node SO(2)-equivariant product, a multi-focus design for message...

arXiv Physics 8d ago

DPA4: Pushing the Accuracy-Cost Frontier of Interatomic Potentials with EMFA SO(2) Convolution

Announce Type: replace Abstract: Machine-learning interatomic potentials now approach quantum-mechanical accuracy on standard benchmarks, but the training cost of the most expressive equivariant architectures has become a serious bottleneck. We introduce DPA4, an SE(3)-equivariant interatomic-potential architecture with an EMFA (Edge-conditioned, Multi-Focus, Attention) SO(2)-equivariant convolution that combines a low-rank edge-node SO(2)-equivariant product, a multi-focus design for...

arXiv Physics 7d ago

The 11 best cozy sci-fi games for those chill cosmic vibes

The 11 best cozy sci-fi games for those chill cosmic vibes From farming and walking sims to space trucking, you can live that cozy life… but in space! The best sci-fi games are often pigeonholed into specific genres like shooters, strategy games, and RPGs, and for good reason; franchises like Mass Effect, StarCraft, and Half-Life are all-time classics. But sometimes it’s nice to explore the stars in a safer way... a more chill, vibey kind of way that helps you relax and unwind.

Space.com 10d ago