Papers | Joshua Berkowitz

6 Articles

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Wayfinding AI: Transforming Health Conversations Through Context-Seeking

Online health information seeking has become ubiquitous, with 58.5% of US adults using the internet for health and medical questions . However, this widespread access comes with significant chall...

AI Context-Seeking Conversational AI Google Research Health LLM Medical AI User Experience

Nov 16, 2025

0 352

Papers

How Deeply Do LLMs Internalize Scientific Literature And Citations?

A new study asks a deceptively simple question: when you ask a large language model to suggest references for a paper, does it think like a scientist? The Harvard and CLPS authors probe this by prompt...

Citations LLM Matthew Effect Science of Science

Nov 3, 2025

0 1540

Papers

SLED: Self Logits Evolution Decoding Boosts Factuality Without Retraining

Large language models deliver impressive results across many tasks, yet they still produce incorrect or ungrounded statements, often called hallucinations. A growing body of work explores how to reduc...

Decoding Factuality Inference-Time LLM SLED

Nov 3, 2025

0 1364

Papers

Code World Model: A 32B Agentic Coding LLM Grounded In Execution Traces

This article analyzes a Meta FAIR technical report introducing the Code World Model (CWM), a 32-billion-parameter decoder-only transformer trained to model program execution and agentic software engin...

agents code generation execution traces LLM reinforcement learning software engineering

Oct 7, 2025

0 8910

Papers

EpMAN Reweights Attention With Episodic Memory To Tackle 256k-Token Contexts

Long-context reasoning is still a weak spot for many large language models, even as context windows grow. The ACL 2025 paper EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts ...

ACL 2025 attention episodic-memory LLM long-context RAG

Sep 17, 2025

0 4631

LLMigrate Turns Lazy LLMs Into Reliable C-to-Rust Translators

Rewriting performance-critical C code in Rust promises stronger memory safety with similar speed, but moving large systems is hard. A new preprint introduces LLMigrate, a toolchain that combines large...

C-to-Rust Linux Kernel LLM Program Repair Rust

Sep 6, 2025

0 2662

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