Data Science Current

Arthur Unveils Bench: An AI Tool for Finding the Best Language Models for the Job

Analytics Vidhya

AUGUST 21, 2023

With a flourish […] The post Arthur Unveils Bench: An AI Tool for Finding the Best Language Models for the Job appeared first on Analytics Vidhya. As the buzz around generative AI grows, Arthur steps up to the plate with a revolutionary solution set to change the game for companies seeking the best language models for their jobs.

Machine Learning

Machine Learning Machine Learning AI AI

In Praise of the Park Bench

Hacker News

JUNE 4, 2023

“We spend our life,” said Samuel Beckett, “trying to bring together in the same instant a ray of sunshine and a free bench.” ” There’s something hugely attractive about the mere idea of a free bench. Perhaps that freedom is accentuated by the bench’s […]

Arthur unveils Bench, an open-source AI model evaluator

Flipboard

AUGUST 17, 2023

New York City-based artificial intelligence (AI) startup Arthur has announced the launch of Arthur Bench, an open-source tool for evaluating and comparing the performance of large language models (LLMs) such as OpenAI‘s GPT-3.5 With Bench, we’ve created an open-source tool … Turbo and Meta’s LLaMA 2.

Artificial Intelligence

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How to Optimize the Developer Experience for Monumental Impact

Generative AI Deep Dive: Advancing from Proof of Concept to Production

Understanding User Needs and Satisfying Them

Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You Need to Know

Leading the Development of Profitable and Sustainable Products

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Large Language Models as Optimizers. +50% on Big Bench Hard

Hacker News

SEPTEMBER 8, 2023

With a variety of LLMs, we demonstrate that the best prompts optimized by OPRO outperform human-designed prompts by up to 8% on GSM8K, and by up to 50% on Big-Bench Hard tasks.

Algorithm

Toml-bench – Which toml package to use in Python?

Hacker News

SEPTEMBER 2, 2023

Contribute to pwwang/toml-bench development by creating an account on GitHub. Which toml package to use in python?

Python

Microsoft Launches Phi-3

Hacker News

APRIL 22, 2024

on MT-bench), despite being small enough to be deployed on a phone. on MT-bench). We introduce phi-3-mini, a 3.8 billion parameter language model trained on 3.3 trillion tokens, whose overall performance, as measured by both academic benchmarks and internal testing, rivals that of models such as Mixtral 8x7B and GPT-3.5 (e.g.,

Qwen1.5-110B

Hacker News

APRIL 26, 2024

110B, which achieves comparable performance with Meta-Llama3-70B in the base model evaluation, and outstanding performance in the chat evaluation, including MT-Bench and AlpacaEval 2. Today, we release the first 100B+ model of the Qwen1.5 series, Qwen1.5-110B,

1800-2023 – IEEE Standard for SystemVerilog

Hacker News

APRIL 14, 2024

This standard includes support for modeling hardware at the behavioral, register transfer level (RTL), and gate-level abstraction levels, and for writing test benches using coverage, assertions, object-oriented programming, and constrained random verification.

Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Hacker News

JANUARY 3, 2024

Empirically, we evaluate our method on several benchmark datasets including the HuggingFace Open LLM Leaderboard, MT-Bench, and datasets from Big-Bench. Theoretically, we prove that the global optimum to the training objective function of our method is achieved only when the LLM policy aligns with the target data distribution.

Show HN: I benchmarked six Go SQLite drivers

Hacker News

DECEMBER 13, 2023

Contribute to cvilsmeier/go-sqlite-bench development by creating an account on GitHub. Benchmarks for Golang SQLite Drivers.

Show HN: My Go SQLite driver did poorly on a benchmark, so I fixed it

Hacker News

DECEMBER 14, 2023

Contribute to ncruces/go-sqlite-bench development by creating an account on GitHub. Benchmarks for Golang SQLite Drivers.

Electronics Lab Bench Setup Guide

Hacker News

MAY 11, 2023

Comments (..)

LLMs cannot find reasoning errors, but can correct them

Hacker News

NOVEMBER 20, 2023

For mistake finding, we release BIG-Bench Mistake, a dataset of logical mistakes in Chain-of-Thought reasoning traces. Chen et al., 2023; Madaan et al., 2023), recent attempts to self-correct logical or reasoning errors often cause correct answers to become incorrect, resulting in worse performances overall (Huang et al.,

New Startup Hopes to Use AI to Show How Judges Think

ODSC - Open Data Science

MARCH 8, 2024

Bench IQ, a Toronto-based startup, has unveiled an AI platform that promises to change how lawyers prepare for court. According to Reuters , Bench IQ is promising to enable legal professionals to craft more tailored and effective courtroom strategies. So far, Bench IQ has been able to secure $2.1

AI

AI AI Data Science Machine Learning

OpenBenches – A map of memorial benches

Hacker News

JULY 16, 2023

Comments (..)

GPT-4 Can Almost Perfectly Handle Unnatural Scrambled Text

Hacker News

DECEMBER 3, 2023

To investigate this, we first propose the Scrambled Bench, a suite designed to measure the capacity of LLMs to handle scrambled input, in terms of both recovering scrambled sentences and answering questions given scrambled context.

Smarter, not Bigger?—?1 Million token context is not all you need!

Mlearning.ai

FEBRUARY 28, 2024

Open source at the test bench to verify long context information extraction. Are they really that good? Continue reading on MLearning.ai »

ML

ML ML Artificial Intelligence Artificial Intelligence

V*: Guided Visual Search as a Core Mechanism in Multimodal LLMs

Hacker News

JANUARY 16, 2024

We further create V*Bench, a benchmark specifically designed to evaluate MLLMs in their ability to process high-resolution images and focus on visual details. When combined with an MLLM, this mechanism enhances collaborative reasoning, contextual understanding, and precise targeting of specific visual elements.

LayerNAS: Neural Architecture Search in Polynomial Complexity

Google Research AI blog

APRIL 25, 2023

We evaluate our algorithm on the standard benchmark NATS-Bench using 100 NAS runs, and we compare against other NAS algorithms, previously described in the NATS-Bench paper: random search, regularized evolution , and proximal policy optimization. Efficiency : How long does it take for the algorithm to find a high-accuracy model?

Algorithm

Exploring the world’s first ever AI software engineer: Devin AI

Data Science Dojo

MAY 17, 2024

Devin has also aced the SWE-bench coding benchmark, solving problems independently at a rate far exceeding previous models. It can also fix bugs and train other AI models. One of its strengths is the ability to learn from its experiences, remember important details, and continuously improve.

AI

AI AI Data Analysis Data Analysis

Podcast: The Shifting LLM Landscape with John Dickerson

ODSC - Open Data Science

MAY 13, 2024

The Arthur blog [link] Explore Arthur AI Bench, a tool for evaluating LLMs for production use cases, on GitHub. More Info: Learn more about John Dickerson at his website Connect with him on X. Learn more about Arthur AI research-driven approach and their publication library here.

Data Science

Data Science AI AI Artificial Intelligence

Orca: Progressive Learning from Complex Explanation Traces of GPT-4

Hacker News

JUNE 12, 2023

Orca surpasses conventional state-of-the-art instruction-tuned models such as Vicuna-13B by more than 100% in complex zero-shot reasoning benchmarks like Big-Bench Hard (BBH) and 42% on AGIEval. To promote this progressive learning, we tap into large-scale and diverse imitation data with judicious sampling and selection.

AI

AI AI

UC Berkeley Unveils an Open LLM Starling-7B Trained Using Reinforcement Learning from AI Feedback

ODSC - Open Data Science

DECEMBER 13, 2023

The AlpacaEval score surged from 88.51% to 91.99%, while the MT-Bench score rose from 7.81 in MT Bench. Leveraging a novel reward model, researchers refined the Openchat 3.5 language model with impressive results. to 8.09 — two crucial metrics gauging the utility of the chatbot. and Openchat 3.5

Natural Language Processing

Natural Language Processing Data Science AI AI

Looking for falsified images in Alzheimer’s study

FlowingData

AUGUST 12, 2022

Some of that’s going to happen reproducing data on the bench. But if it can happen in simpler, faster ways—such as image analysis—it should.” Eventually Schrag ran across the seminal Nature paper, the basis for many others. It, too, seemed to contain multiple doctored images.

Is PlayStation hacked? Everyting about Sony hack 2023

Dataconomy

SEPTEMBER 26, 2023

Screenshots of Sony’s internal login page, an internal PowerPoint presentation divulging test bench details, numerous Java files, and a document repository containing over 6,000 files were laid bare. “We According to the report, the breach exposed a treasure trove of Sony’s internal data. We won’t ransom them!

The Genius of Mixtral of Experts by Mistral AI

Data Science Dojo

FEBRUARY 9, 2024

Specifically, it scores higher on MMLU and does exceptionally well on MT-Bench. Performance of Mixtral Mixtral 8x7B is compared directly with Llama 2 70B and GPT-3.5 and is found to perform similarly or above these models in benchmarks.

AI

AI AI

Better Language Models Without Massive Compute

Google Research AI blog

NOVEMBER 29, 2022

For instance, there are many BIG-Bench tasks that have been described as “ emergent abilities ”, i.e., abilities that can only be observed in sufficiently large language models. Another example of this is the Snarks task from BIG-Bench, which measures the model’s ability to detect sarcasm.

Natural Language Processing

Meet Mistral 7B, Mistral’s first LLM that beats Llama 2

Dataconomy

SEPTEMBER 28, 2023

This fine-tuned model, known as Mistral 7B Instruct, surpasses other 7B models on MT-Bench and rivals 13B chat models. A glimpse into the future To showcase the adaptability of Mistral 7B, the model was fine-tuned on publicly available instruction datasets from HuggingFace, proving its impressive generalization capabilities.

Artificial Intelligence

Artificial Intelligence Artificial Intelligence AI AI

Build Your Own Hi-fi Ear Defenders

Hacker News

NOVEMBER 26, 2023

I’ve been playing away with protected hearing, and for less than $100 and some bench time, you too can have your very own custom set of Superheadphones! I finally used a proper shielded microphone cable to connect the microphone to the WM8960. This eliminated the noise completely.

Alation Accelerates Growth and Global Impact — and Welcomes 2 New Leaders

Alation

MAY 11, 2023

The leadership team deepens its bench We’re excited to welcome David Chao as Chief Marketing Officer and Jill Woodworth as Chief Financial Officer. The customer and consultant partnerships we’ve made in the broader data-people community are also a big factor in our continued growth. The final update?

Data Governance

Data Governance Tableau AWS AI

New research expands limitations of weak supervision, foundation models

Snorkel AI

MARCH 24, 2023

Image by Rick Rothenberg AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels N. Li, et al AutoWS-Bench-101 is a framework for evaluating automated weak supervision techniques. Roberts, X.

Natural Language Processing

Natural Language Processing Machine Learning Machine Learning Supervised Learning

New research expands limitations of weak supervision, foundation models

Snorkel AI

MARCH 24, 2023

Image by Rick Rothenberg AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels N. Li, et al AutoWS-Bench-101 is a framework for evaluating automated weak supervision techniques. Roberts, X.

Natural Language Processing

Natural Language Processing Machine Learning Machine Learning Supervised Learning

Alation Accelerates Growth and Global Impact — and Welcomes 2 New Leaders

Alation

MAY 11, 2023

The leadership team deepens its bench We’re excited to welcome David Chao as Chief Marketing Officer and Jill Woodworth as Chief Financial Officer. The customer and consultant partnerships we’ve made in the broader data-people community are also a big factor in our continued growth. The final update?

Data Governance

Data Governance Tableau AWS AI

The COCO dataset: All you need to know

Mlearning.ai

FEBRUARY 18, 2024

Source : Semantics segmentation Classes : The COCO dataset encompasses a diverse set of 80 class labels, including: ‘person’, ‘bicycle’, ‘car’, ‘motorcycle’, ‘airplane’, ‘bus’, ‘train’, ‘truck’, ‘boat’, ‘traffic light’, ‘fire hydrant’, ‘stop sign’, ‘parking meter’, ‘bench’, ‘bird’, ‘cat’, ‘dog’, ‘horse’, ‘sheep’, ‘cow’, ‘elephant’, ‘bear’, ‘zebra’, (..)

Machine Learning

Machine Learning Machine Learning Algorithm ML

AI Tools Making Space For More Architectural Creativity

Flipboard

SEPTEMBER 26, 2023

SGA’s Midjourney Prompt: “open laboratory, white oak lab benches, chemistry.” From there, in the ways that we prompt ChatGPT to alter the tone of our writing, we could ask it to update color palettes from natural to bold; or to change styles from modern to traditional.

AI

AI AI Database Artificial Intelligence

Software Developer Side Projects: TDI 35

Data Science 101

NOVEMBER 6, 2023

Before I graduated, I got into barbell lifts (squats, deadlifts, bench press). I started working out in college. I didn’t really know what I was doing and mostly hung out with friends there. I liked the relatively simple programming. Over the past ten years, I’ve been on and off a bunch. I’d usually get too eager and end up hurting myself.

Better together: IBM and Microsoft make enterprise-wide transformation a reality

IBM Journey to AI blog

AUGUST 8, 2023

Through our dedicated IBM Consulting Microsoft practice we have co-funded and co-developed key solutions with Microsoft and have invested in training our consultants on Microsoft Cloud while expanding our bench of experts and capabilities through acquisitions like Neudesic. We are the #1 Red Hat GSI specialized in ARO.

Azure

Azure AI AI

What It’s Like To Work as a Solutions Engineer at phData

phData

MARCH 20, 2023

Remote-first with the option to come into a physical office New employee Bootcamp Bonuses for writing blogs and other thought leadership content Bench Time to invest in your skills Strong core values The. What’s the Experience like working as a Solutions Engineer at phData?

Cloud Data

Cloud Data Azure AWS Data Engineering

ODSC’s AI Weekly Recap: Week of March 8th

ODSC - Open Data Science

MARCH 8, 2024

Bench IQ, a Toronto-based startup, has unveiled an AI platform that promises to change how lawyers prepare for court. Source ) In a blog post released today, OpenAI fired back at Elon Musk’s lawsuit and moved to dismiss his claims about the company’s motives.

Artificial Intelligence

Artificial Intelligence Artificial Intelligence AI AI

NASA uses AI to design hardware that is "three times better in performance"

Flipboard

MARCH 5, 2023

NASA is using AI to design components for its EXCITE telescope (top) and spectrometers (above) So far, the system has been used to design everything from a scaffold for NASA's balloon-borne EXCITE telescope to an optical bench for an ultraviolet imaging spectrometer to hold its optical components. "Of

AI

AI AI Artificial Intelligence Artificial Intelligence

Symbol tuning improves in-context learning in language models

Google Research AI blog

JULY 13, 2023

Algorithmic reasoning We also experiment on algorithmic reasoning tasks from BIG-Bench. Large-enough symbol-tuned models are better at in-context learning than baselines, especially in settings where relevant labels are not available. Performance is shown as average model accuracy (%) across eleven tasks. swapping 0s and 1s in a string).

Natural Language Processing

Natural Language Processing Algorithm Machine Learning Machine Learning

Best Large Language Models (LLMs) in 2023

Data Science Dojo

JULY 26, 2023

Performs well on MT-Bench and MMLU tests: Vicuna has performed well on the MT-Bench and MMLU tests, which are benchmarks for evaluating the performance of large language models. Outperforms GPT-3: MPT-30B outperforms the GPT-3 model by OpenAI on the MT-Bench test. What are open-source large language models?

Natural Language Processing

Natural Language Processing Artificial Intelligence Artificial Intelligence Machine Learning

Benchmarking LLMs: How to Evaluate Language Model Performance

Mlearning.ai

NOVEMBER 1, 2023

Chatbot Arena Leaderboard - a Hugging Face Space by lmsys MT Bench MT-bench is a challenging multi-turn question set designed to evaluate the conversational and instruction-following ability of models. MT-Bench is a carefully curated benchmark that includes 80 high-quality, multi-turn questions.

Algorithm

Algorithm Python Computer Science Computer Science

Benchmarking Computer Vision Models using PyTorch & Comet

Heartbeat

JULY 17, 2023

This process requires careful monitoring and bench-marking to ensure the model performs optimally. [link] Transfer learning using pre-trained computer vision models has become essential in modern computer vision applications. It involves customizing a pre-trained model to work with a new set of data and tasks.

ML

ML ML Deep Learning Deep Learning

Arthur Unveils Bench: An AI Tool for Finding the Best Language Models for the Job

In Praise of the Park Bench

Webinars

Trending Sources

Arthur unveils Bench, an open-source AI model evaluator

Webinars

Large Language Models as Optimizers. +50% on Big Bench Hard

Toml-bench – Which toml package to use in Python?

Microsoft Launches Phi-3

Qwen1.5-110B

1800-2023 – IEEE Standard for SystemVerilog

Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Show HN: I benchmarked six Go SQLite drivers

Show HN: My Go SQLite driver did poorly on a benchmark, so I fixed it

Electronics Lab Bench Setup Guide

LLMs cannot find reasoning errors, but can correct them

New Startup Hopes to Use AI to Show How Judges Think

OpenBenches – A map of memorial benches

GPT-4 Can Almost Perfectly Handle Unnatural Scrambled Text

Smarter, not Bigger?—?1 Million token context is not all you need!

V*: Guided Visual Search as a Core Mechanism in Multimodal LLMs

LayerNAS: Neural Architecture Search in Polynomial Complexity

Exploring the world’s first ever AI software engineer: Devin AI

Podcast: The Shifting LLM Landscape with John Dickerson

Orca: Progressive Learning from Complex Explanation Traces of GPT-4

UC Berkeley Unveils an Open LLM Starling-7B Trained Using Reinforcement Learning from AI Feedback

Looking for falsified images in Alzheimer’s study

Is PlayStation hacked? Everyting about Sony hack 2023

The Genius of Mixtral of Experts by Mistral AI

Better Language Models Without Massive Compute

Meet Mistral 7B, Mistral’s first LLM that beats Llama 2

Build Your Own Hi-fi Ear Defenders

Alation Accelerates Growth and Global Impact — and Welcomes 2 New Leaders

New research expands limitations of weak supervision, foundation models

New research expands limitations of weak supervision, foundation models

Alation Accelerates Growth and Global Impact — and Welcomes 2 New Leaders

The COCO dataset: All you need to know

AI Tools Making Space For More Architectural Creativity

Software Developer Side Projects: TDI 35

Better together: IBM and Microsoft make enterprise-wide transformation a reality

What It’s Like To Work as a Solutions Engineer at phData

ODSC’s AI Weekly Recap: Week of March 8th

NASA uses AI to design hardware that is "three times better in performance"

Symbol tuning improves in-context learning in language models

Best Large Language Models (LLMs) in 2023

Benchmarking LLMs: How to Evaluate Language Model Performance

Benchmarking Computer Vision Models using PyTorch & Comet

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