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Accurate KV Cache Quantization with Outlier Tokens Tracing

Deploying large language models (LLMs) at scale is expensive—especially during inference. One of the biggest memory and performance…

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Scalable Chain of Thoughts via Elastic Reasoning

This paper introduces Elastic Reasoning, a novel framework designed to enhance the efficiency and scalability of large reasoning…

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AI Benchmark Deep Dive: Gemini 2.5 and Humanity’s Last Exam

Our latest paper reading provided a comprehensive overview of modern AI benchmarks, taking a close look at Google’s…

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Merge, Ensemble, and Cooperate! A Survey on Collaborative LLM Strategies

LLMs have revolutionized natural language processing, showcasing remarkable versatility and capabilities. But individual LLMs often exhibit distinct strengths…

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Introduction to OpenAI’s Realtime API

We break down OpenAI’s realtime API. Sally-Ann DeLucia and Aparna Dhinakaran cover how to seamlessly integrate powerful language…

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Swarm: OpenAI’s Experimental Approach to Multi-Agent Systems

As multi-agent systems grow in importance for fields ranging from customer support to autonomous decision-making, OpenAI has introduced…

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Google’s NotebookLM and the Future of AI-Generated Audio

In this paper read, Aman Khan and Harrison Chu explore NotebookLM’s unique features, including its ability to generate…

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Exploring OpenAI’s o1-preview and o1-mini

OpenAI recently released its o1-preview, which they claim outperforms GPT-4o on a number of benchmarks. These models are…

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Breaking Down Reflection Tuning: Enhancing LLM Performance with Self-Learning

A recent announcement on X boasted a tuned model with pretty outstanding performance, and claimed these results were…

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Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges

Introduction This week’s paper presents a comprehensive study of the performance of various LLMs acting as judges. The…

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Breaking Down Meta’s Llama 3 Herd of Models

Introduction Meta just released Llama 3.1 405B–and according to them, it’s “the first openly available model that rivals…

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DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines

Introduction Chaining language model (LM) calls as composable modules is fueling a new way of programming, but ensuring…

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Don’t ship vibes.

Arize gives AI teams observability and evals to understand and improve agent performance.