Towards AI

FEBRUARY 22, 2024

Photo by Alina Grubnyak on Unsplash In this article, I will share my findings in benchmarking and finetuning open-source language models for ReAct (Reasoning + Acting). I demonstrate that finetuning can dramatically improve the accuracy of LLMs in answering multi-hop questions using ReAct. Language Models Reasoning?

LLM 89

LLM Neural Network OpenAI ChatGPT 89

Marktechpost

JANUARY 10, 2024

The flashAttention layer reduces the number of read/write operations between the GPU’s long-term and short-term memory. The researchers pretrained BERT-Base and MosaicBERT-Base for 70,000 steps of batch size 4096 and then finetuned them on the GLUE benchmark suite. BERT-Base reached an average GLUE score of 83.2%

BERT 124

BERT Large Language Models Natural Language Processing NLP 124

Mlearning.ai

JANUARY 26, 2024

This threshold was too much for me and I decided to look for the some finetuned models. I took their fine tuned model for telugu that was finetuned whisper model. I took their fine tuned model for telugu that was finetuned whisper model. Now that the story was converted to English. Then put it all together.

OpenAI 52

OpenAI ML AI AI 52

Marktechpost

AUGUST 7, 2023

The idea is to modify BERT in order to help it comprehend and deal with the particular language and vocabulary used in scientific writing. The purpose of this study was to investigate the performance of task-specific architectures with frozen embeddings versus finetuning.

BERT 98

BERT NLP Natural Language Processing Large Language Models 98

ODSC - Open Data Science

JANUARY 25, 2024

Researchers Introduce Proxy-Tuning: An Efficient Alternative to Finetuning Large Language Models Researchers from the University of Washington & the Allen Institute for AI introduced proxy tuning, an efficient alternative to finetuning LLMs.

LLM 52

LLM OpenAI Large Language Models Data Science 52

Towards AI

SEPTEMBER 4, 2023

This compiler internally traces the program’s execution and subsequently devises high-quality prompts suitable for larger LMs, or even trains automatic finetuning for smaller LMs, imparting knowledge of the task’s intricacies. Notably, DSPy introduces an automatic compiler that educates LLMs on executing declarative stages within a program.

LLM 96

LLM Python Deep Learning Neural Network 96

Jay Alammar

MARCH 6, 2022

The company trains massive language models (both GPT-like and BERT-like) and offers them as an API (which also supports finetuning). This is one of the first articles I got to write. text classification, copy writing, summarization.etc). A little less than a year ago, I joined the awesome Cohere team. Faiss is used widely.

BERT 40

BERT Large Language Models Explainability Prompt Engineer 40

Unite.AI

JULY 24, 2023

One of Scenario's standout features is its finetuning capability. Automate your writing tasks. It's designed to help game developers create unique, high-quality game art that aligns with their unique style and art direction. This feature allows you to train AI models based on your unique style and art direction.

Automation 245

Automation AI AI AI Tools 245

Marktechpost

NOVEMBER 12, 2023

This idea came from comparing the two approaches to effective finetuning: p-tuning learns a task prefix embedding in the input. The writing style and caption length of the picture captioning job, for instance, may only be encoded into the visual characteristics in the shallow alignment approaches during pretraining.

NLP 119

NLP Natural Language Processing AI Researcher AI Research 119

Bugra Akyildiz

JULY 2, 2023

Berkeley released Gorilla , a finetuned LLaMA-based model that surpasses the performance of GPT-4 on writing API calls. LLM-Foundry contains code for training, finetuning, evaluating, and deploying LLMs for inference with Composer and the MosaicML platform. Correct: Numerically equivalent to the original model.

LLM 59

LLM Large Language Models Prompt Engineer Prompt Engineering 59

Unite.AI

FEBRUARY 5, 2024

For example, suppose the goal is to train a writing assistant AI to generate high-quality summaries. Average the weights of the finetuned RMs to obtain a single WARM ensemble. Reward hacking occurs when the policy finds loopholes to game the RM system to obtain high rewards without actually satisfying the intended objectives.

AI 173

AI AI LLM Large Language Models 173

Unite.AI

AUGUST 24, 2023

However, despite their advantages, transfer language models have a major limitation as they require task-specific finetuning or task-specific dataset to achieve the desired performance on a task.

Large Language Models 246

Large Language Models NLP LLM OpenAI 246

Unite.AI

JANUARY 23, 2024

From chatbots to search engines to creative writing aids, LLMs are powering cutting-edge applications across industries. Mastering the knowledge and skills to properly finetune and deploy LLMs will allow you to innovate new NLP solutions and products. This enables pretraining at scale.

Large Language Models 130

Large Language Models Prompt Engineer Prompt Engineering LLM 130

AI Impacts

APRIL 15, 2024

Scope To enter, please submit a link to a piece of writing, not published before 2024. Your writing should aim to make progress on a question related to the automation of wisdom and philosophy. What types of training/finetuning/prompting/scaffolding help with the automation of wisdom/philosophy?

Automation 124

Automation AI AI 124

Towards AI

NOVEMBER 7, 2023

A New Beatles Song Is Set for Release After 45 Years — With Help From AI A new Beatles song featuring the complete Fab Four was released 45 years after John Lennon began writing it — with the help of artificial intelligence. It highlights the importance of a clear dataset and recommends using a 33B model for better finetuning.

Artificial Intelligence 112

Artificial Intelligence Artificial Intelligence Chatbots OpenAI 112

ODSC - Open Data Science

JANUARY 31, 2024

The fact is that these AI powerhouses can generate text, translate languages, write different kinds of creative content, and even answer your questions in an informative way. Whether writing a poem, brainstorming a marketing campaign, or crafting a novel, Autogpt can spark your imagination and push your LLM to its creative limits.

Large Language Models 52

Large Language Models LLM Data Science NLP 52

Mlearning.ai

JUNE 7, 2023

As I write this, the bert-base-uncasedmodel on HuggingFace has been downloaded over 53 million times in the last month alone! Photo by Kapa64 on PixelBay Following BERT, several models began to appear with their roots in BERT’s fundamental architecture. In other words, it was and is a pretty big deal.

Natural Language Processing 52

Natural Language Processing BERT NLP ChatGPT 52

Mlearning.ai

MAY 19, 2023

Alongside the base MPT model, Mosaic are also releasing three other finetuned variants to showcase the broad range of possibilities with this transformative model. Along with the base model, MosaicML unveils three finetuned models — each manifesting a different approach to leveraging the MPT-7B foundation.

ML 52

ML Large Language Models LLM Data Analysis 52

ODSC - Open Data Science

NOVEMBER 9, 2023

While this will vary by industry, writing, programming, and researching are all knowledge management areas that will benefit greatly from generative AI-driven search and discovery. For example, in chemistry use cases, be sure your solution is finetuned on chemical terminology before deploying to answer user questions.

Generative AI 52

Generative AI AI AI Neural Network 52

ODSC - Open Data Science

DECEMBER 19, 2023

These professionals are responsible for creating and maintaining prompts for AI models, redlining, and finetuning models through tests and prompt work. All of this puts data scientists in high demand, and the job market is expected to grow rapidly in the coming years. Prompt Engineer Prompt engineers are in the wild west of AI.

AI Product Manager 96

AI Product Manager AI Product Management Prompt Engineer Prompt Engineering 96

TheSequence

MAY 17, 2023

Lamini is building a large language model (LLM) engine that makes it easy and fast for engineers without a top AI PhD to train these magical models, using finetuning, RLHF, and more (we’re barely scratching the surface :)). Probably running PPO and finetuning the LM policy. TheSequence is a reader-supported publication.

LLM 52

LLM Machine Learning OpenAI Generative AI 52

ML @ CMU

FEBRUARY 24, 2023

Experiments on few-shot classification and unsupervised text style transfer show superior performance over a wide range of existing finetuning or prompting methods. For the manual prompts, we take one from this paper and write two more for this experiment. (J(cdot)) RLPrompt is flexibly applicable to different types of LMs (e.g.,

BERT 101

BERT NLP Large Language Models Natural Language Processing 101

Topbots

JUNE 6, 2023

There are three principal dimensions along which LLMs can become more efficient: Less compute and memory : for example, FlashAttention [4] allows to reduce number of reads and writes on GPU as compared to standard attention algorithms, thus leading to faster and memory-efficient fine-tuning.

LLM 105

LLM ChatGPT Prompt Engineer Prompt Engineering 105

AWS Machine Learning Blog

MAY 7, 2024

Only write the masked text in the response. """ In the following example, you define the llama2_chat function that encapsulates sending the prompt to the Llama-2 model. system = """ Your task is to precisely identify any email addresses from the given text and then write them, one per line. Use ' *' for masking text of any length.

Prompt Engineer 92

Prompt Engineer Prompt Engineering Large Language Models LLM 92

Jay Alammar

JANUARY 2, 2022

BERT popularizes the pre-training then finetuning process, as well as Transformer-based contextualized word embeddings. GPT-2 demonstrates the machine’s ability to write as well as humans do. Some of the highlights since 2017 include: The original Transformer breaks previous performance records for machine translation.

BERT 98

BERT Large Language Models Explainability Machine Learning 98

Topbots

DECEMBER 5, 2023

InstructBLIP models demonstrate state-of-the-art zero-shot performance across various vision-language tasks, significantly outperforming BLIP-2 and larger Flamingo models, as well as leading to state-of-the-art performance, when finetuned on individual downstream tasks (e.g., accuracy on ScienceQA questions with image contexts).

LLM 110

LLM Large Language Models Natural Language Processing Conversational AI 110

Bugra Akyildiz

APRIL 2, 2023

This substantially lowers the barrier of writing a PyTorch feature or backend. nanoPALM , inspired by nanoGPT, the simplest, fastest repository for training/finetuning small to medium-sized PALM models. TorchInductor is a deep learning compiler that generates fast code for multiple accelerators and backends.

OpenAI 52

OpenAI Deep Learning LLM Python 52

Bugra Akyildiz

JUNE 11, 2023

a model finetuned explicitly respond to a user's utterances, or a pretrained language model prompted to behave like a dialogue agent). related to model persona, sycophancy, advanced AI risks, and gender bias) The evaluations were generated to be asked to dialogue agents (e.g.,

Algorithm 52

Algorithm Deep Learning Python NLP 52

Bugra Akyildiz

MAY 4, 2024

pyreft supports: Finetuning any pretrained LMs on HuggingFace with ReFT Setting ReFT hyperparameters via configs Sharing the fine-tuned results easily to HuggingFace Programming for accelerators such as GPUs is critical for modern AI systems.

Neural Network 52

Neural Network Algorithm ML Continuous Learning 52

ODSC - Open Data Science

FEBRUARY 15, 2024

This versatility is essential for LLMs to be effective in diverse applications, from text generation and conversation to code writing and debugging. The varied nature of the dataset ensures that LLMs exposed to it can develop a more robust understanding of both natural language and programming languages.

Large Language Models 52

Large Language Models LLM Robotics Data Science 52

Mlearning.ai

JANUARY 26, 2023

Finetune a pre-trained LLM against all the versions of the revisions of responses from all of the harmful prompts, also include a mix of helpful prompts and responses to ensure that the fine-tuned model remains helpful. Ask the Helpful Model to critique its own response after providing a set of principles that it should abide by.

LLM 52

LLM AI AI Explainability 52

Viso.ai

JANUARY 2, 2024

Large language models learn language patterns, grammar, facts, and even writing styles from this diverse input. Helpfulness RLHF Secondly, researchers collected data on human preferences for Reinforcement Learning from Human Feedback (RLHF) by asking annotators to write a prompt and choose between different model responses.

Large Language Models 52

Large Language Models Deep Learning Computer Vision LLM 52

John Snow Labs

JULY 19, 2023

Claude has proven to be an adept tool in a variety of use cases including summarization, search, creative and collaborative writing, Q&A, coding, and more. MosaicML’s MPT-7B, with its FlashAttention and #ALiBi features, ensures quick training and inference, along with finetuning and extrapolation capabilities.

LLM 98

LLM OpenAI Large Language Models NLP 98

deepsense.ai

DECEMBER 20, 2023

In 2024, we expect even greater abstraction of the current architectures, allowing users to enhance seamless finetuning of custom domain models. The focus in programming is sometimes shifting more towards “reviewing” code rather than “writing” it from scratch.

AI 86

AI AI Software Development LLM 86

Towards AI

AUGUST 10, 2023

New Llama-2 model In mid-July, Meta released its new family of pre-trained and finetuned models called Llama-2, with an open source and commercial character to facilitate its use and expansion. A demo on how to fine-tune the new Llama-2 using PEFT, QLoRa, and the Huggingface utilities Image by author created in Leonardo.ai

Python 94

Python LLM Large Language Models OpenAI 94

TheSequence

NOVEMBER 8, 2023

Unsurprisingly, there was a heavy generative AI presence in this year’s report - including both an assessment of model performance and promising applications, we try to write with a wider lens. Progress in GenAI doesn’t just have implications for researchers or investors, it powers other trends. A new entrant needs a clear edge.

Generative AI 40

Generative AI AI AI OpenAI 40

Topbots

APRIL 11, 2023

PaLM outperforms finetuned state-of-the-art models on multi-step reasoning tasks and exceeds average human performance on the BIG-bench benchmark. Content generation for marketing, social media, or creative writing. What is the goal? To improve understanding of how scaling of large language models affects few-shot learning.

NLP 98

NLP Large Language Models BERT Natural Language Processing 98