The Daily Index — Friday, February 23, 2024 · TLDR Index

GENERAL

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fellow.app

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HOW BRET TAYLOR’S NEW COMPANY IS RETHINKING CUSTOMER EXPERIENCE IN THE AGE OF AI

Sierra aims to revolutionize customer interactions with brands through AI agents, positing conversational AI as an essential new technology category for all aspects of customer experience.

techcrunch.com · 4 min

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PHIND 70B CODE MODEL

Phind's 70B code model scores 83% on HumanEval, matching GPT-4 performance. Crucially it has significantly fewer lazy responses and refusals. The 34B model will be released soon - the larger 70B model will be released in time.

phind.com · 3 min

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DETECT UNSAFE PROMPTS IN LANGUAGE MODELS

GradSafe is a new method for detecting unsafe prompts in large language models without extensive training. It can identify unsafe prompts more effectively than current methods by analyzing the gradients of specific parameters.

arxiv.org · 18 min

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SCENE TEXT RECOGNITION

Class-Aware Mask-guided (CAM) feature refinement is a new method that enhances text recognition in complex scenes.

arxiv.org · 48 min

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bit.ly

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MOZILLA’S ROLE AS AN EVALUATOR IN THE NEURIPS EFFICIENCY CHALLENGE

Mozilla acted as a scalable evaluator for the efficiency challenge hosted last year. It ensured that entrants complied with the rules of the competition and evaluated model performance. This post is a good introduction to language model evaluation and competitive training recipes.

blog.mozilla.ai · 6 min

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FUNSEARCH: MAKING NEW DISCOVERIES IN MATHEMATICAL SCIENCES USING LARGE LANGUAGE MODELS

FunSearch, introduced in a recent Nature paper, is a method that uses large language models to make new discoveries in mathematics and computer science. It pairs a creative LLM with an evaluator to produce verifiable solutions, demonstrating success with the tough cap set and bin-packing problems. The approach yields human-interpretable solutions, marking a significant step in AI-driven scientific discovery.

deepmind.google · 7 min

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MARQO RAISES $12.5 MILLION TO HELP BUSINESSES BUILD GENERATIVE AI APPLICATIONS

Vector search company Marqo raised $12.5M in a Series A funding round led by Lightspeed to advance the adoption of its next-generation vector search platform. Marqo’s platform unlocks the massive value of unstructured data across business-critical applications like end-user search, retrieval-augmented generation, and more, helping enterprises realize the full potential of AI.

pymnts.com · 2 min

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AI-GENERATED IMAGE QUALITY ASSESSMENT

TIER leverages both text prompts and images generated from them to assess the quality of the generated images.

arxiv.org · 16 min

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LLM EVALUATION METRICS FOR LABELED DATA

This article discusses evaluation metrics that rely on ground truth data. It explores general-purpose as well as RAG-specific evaluations. All metrics come with a Python implementation or a link to a Hugging Face model card.

docs.parea.ai · 6 min

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tldr.tech