Blog Posts | Joshua Berkowitz

25 Articles

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Joshua Berkowitz

Training and Evaluating LLMs on Program Execution Traces

The research paper "What I Cannot Execute, I Do Not Understand: Training and Evaluating LLMs on Program Execution Traces" investigates enhancing large language models' (LLMs) code generation and under...

Artificial Intelligence Computer Science

Mar 12, 2025

0 869

Research Reviews

Joshua Berkowitz

Using Artificial Intelligence to Improve Classroom Learning Experience

This paper by Shadeeb Hossain explores how Artificial Intelligence (AI) can enhance classroom learning by identifying students' learning preferences and predicting academic dropout risk. The study emp...

Artificial Intelligence Computer Science

Mar 11, 2025

0 649

Research Reviews

Joshua Berkowitz

Alibaba Research Releases Animate Anyone 2: An Improved Character Animator with Environment Integration Using Diffusion

Anyone 2 can produce high-fidelity results that seamlessly integrate characters with the surrounding environment. Just released research from Alibaba group reviews progress in Animate Anyone 2. AA2 ma...

Computer Science

Mar 11, 2025

0 682

Research Reviews

Joshua Berkowitz

UC Berkley Research How Coin Flips Help LLMs Think Like Bayesian Statisticians

This research from UC Berkley investigates whether large language models (LLMs) utilize in-context learning (ICL) to perform structured reasoning consistent with Bayesian inference or rely on pattern ...

Computer Science

Mar 9, 2025

0 462

Research Reviews

Joshua Berkowitz

Streaming Text to Speech for Any LLM

This research introduces LLMVoX , a lightweight, autoregressive streaming Text-to-Speech (TTS) model designed to generate high-quality speech with minimal latency. The model preserves original large l...

Computer Science

Mar 9, 2025

0 462

Research Reviews

Joshua Berkowitz

Information Scaling Law for Long-Context Language Modeling

The recent study titled "L²M: Mutual Information Scaling Law for Long-Context Language Modeling" introduces a pivotal advancement in understanding how language models can effectively manage long-range...

Computer Science

Mar 7, 2025

0 594

Research Reviews

Joshua Berkowitz

Stanford Research Introduces Octo Tools: Easily Extensible Tool Based Open Source Agent Framework

Figure 1. The framework of OctoTools. (1) Tool cards define tool-usage metadata and encapsulate tools, enabling training-free integration of new tools without additional training or framework refineme...

Computer Science

Mar 5, 2025

0 451

Research Reviews

Joshua Berkowitz

Powering Scientific Discovery with Ai : Google A.I. Co-Scientist released to Trusted Tester Access

Scientific research is propelled forward by creative thinking and scientific experience, well it used to be. Now as we move deeper into the age of AI it is becoming evident that we will see Ai transfo...

Computer Science

Mar 1, 2025

0 506

Research Reviews

Joshua Berkowitz

Penn State & Google Research Propose Chain of Agents: Model and Length Agnostic Query Processing

There are significant challenges in LLMs to produce accurate information retrieval and reasoning for very long inputs such as textbooks and research papers. Popular LLMs suffer from hallucinations and...

Computer Science

Feb 28, 2025

0 550

Research Reviews

Joshua Berkowitz

Harvard Research Releases QuArch: A Q&A For AI Agents to Improve Computer Architecture Understanding

A Harvard team recently published progress on QuArch , a dataset comprising 1,500 human-validated question-answer pairs designed to evaluate and enhance language models' understanding of computer arch...

Computer Science

Feb 4, 2025

0 396

Research Reviews

Joshua Berkowitz

Harvard Completes 100 years of Astronomical Data Archive: Enabling New A.I. Research Into the Stars

Ever wonder what you should do with old pictures? Perhaps you digitized them and then stuck them on a hard drive somewhere only to be forgotten? Well if you are the Harvard College Observatory you rea...

Computer Science

Feb 1, 2025

0 495

Research Reviews

Joshua Berkowitz

Comparing Ai Responses for Factoring a Polynomial

I recently saw a post on research stating that the use of ai tools will lead to reduced cognitive capacity with the evolving workforce. I thought it was a silly statement and clickbait research but it...

Computer Science

Jan 29, 2025

0 451

Research Reviews

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