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Atmrix

About

JB

João Batalha

07/06/18

@ Y Combinator

We are considering implementing a rating system for papers to help users distinguish between high-quality and low-quality research.

Video

YC

Fermat's Library Cofounders João Batalha and Luís Batalha

@ Y Combinator

Fermat's Library Cofounders João Batalha and Luís Batalha

07/06/18

Related Takeaways

YC

Y Combinator Cast

07/06/18

@ Y Combinator

There is a need for a better peer review system that can adapt to the rapid pace of scientific advancements and improve the quality of published research.

YC

Y Combinator Cast

07/06/18

@ Y Combinator

Metrics for measuring the impact of scientific papers, such as citation counts, may not always align with the goal of making research understandable to a wider audience.

WA

Waseem Alshikh

03/27/25

@ LangChain

We have developed an internal evaluation system to measure our models, as relying on external benchmarks often leads to data contamination and unreliable results.

JB

João Batalha

07/06/18

@ Y Combinator

We wanted to take the experience of discussing papers in person and bring it online, as we noticed a lot of valuable content is produced while trying to understand complex papers.

A

Anthropic Cast

02/28/25

@ Anthropic

The grading system in the demo was designed to evaluate the detail and helpfulness of responses, but it faced challenges in accurately assessing harmfulness versus helpfulness.

TB

Trenton Bricken

05/23/25

@ Dwarkesh Patel

OpenAI's recent paper shows that models can effectively grade medical answers based on specific criteria, indicating their potential in other domains.

YC

Y Combinator Cast

07/06/18

@ Y Combinator

We find it beneficial to have peer pressure among ourselves to present papers to each other, which forces us to understand the material thoroughly.

HC

Harrison Chase

05/28/25

@ LangChain

Using LLMs as judges for evaluating outputs is promising, but it requires careful prompt engineering to ensure accurate grading of responses.

HC

Harrison Chase

05/28/25

@ LangChain

We're launching open-source evaluators that simplify the process of evaluating code, retrieval-augmented generation, extraction, and tool calling, making it easier for developers to get started.