Yang Lee's picture

Yang Lee

innovation64

·

https://innovation64.github.io/

AI & ML interests

AGI

Recent Activity

reacted to mmhamdy's post with 👀 about 9 hours ago

⛓ Evaluating Long Context #2: SCROLLS and ZeroSCROLLS In this series of posts about tracing the history of long context evaluation, we started with Long Range Arena (LRA). Introduced in 2020, Long Range Arens (LRA) is one of the earliest benchmarks designed to tackle the challenge of long context evaluation. But it wasn't introduced to evaluate LLMs, but rather the transformer architecture in general. 📜 The SCROLLS benchmark, introduced in 2022, addresses this gap in NLP/LLM research. SCROLLS challenges models with tasks that require reasoning over extended sequences (according to 2022 standards). So, what does it offer? 1️⃣ Long Text Focus: SCROLLS (unlike LRA) focus mainly on text and contain inputs with thousands of words, testing models' ability to synthesize information across lengthy documents. 2️⃣ Diverse Tasks: Includes summarization, question answering, and natural language inference across domains like literature, science, and business. 3️⃣ Unified Format: All datasets are available in a text-to-text format, facilitating easy evaluation and comparison of models. Building on SCROLLS, ZeroSCROLLS takes long text evaluation to the next level by focusing on zero-shot learning. Other features include: 1️⃣ New Tasks: Introduces tasks like sentiment aggregation and sorting book chapter summaries. 2️⃣ Leaderboard: A live leaderboard encourages continuous improvement and competition among researchers. 💡 What are some other landmark benchmarks in the history of long context evaluation? Feel free to share your thoughts and suggestions in the comments. - SCROLLS Paper: https://huggingface.co/papers/2201.03533 - ZeroSCROLLS Paper: https://huggingface.co/papers/2305.14196

updated a dataset 6 days ago

Apocalypse-AGI-DAO/CondAmbigQA

published a dataset 7 days ago

Apocalypse-AGI-DAO/CondAmbigQA

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Organizations

Collections 2

Papers 1

arxiv:2303.17568

spaces 2

RetrievalOFD

Speech To Speech Translation

models 23

innovation64/llama3.1-nli

Updated Dec 31, 2024

innovation64/llama3.1-8B-instruct-4bit-ruozhiba-4bit

Text Generation • Updated Aug 5, 2024 • 81

innovation64/llama3.1-8B-instruct-4bit-ruozhiba-GGUF

Updated Aug 5, 2024 • 68

innovation64/llama3.1-8B-instruct-4bit-ruozhiba-lora

Updated Aug 5, 2024

innovation64/llama3.1-8B-instruct-4bit-ruozhiba-16

Text Generation • Updated Aug 5, 2024 • 9

innovation64/speecht5_finetuned_voxpopuli_sl

Text-to-Speech • Updated Oct 30, 2023 • 86

innovation64/whisper-tiny-dv

Automatic Speech Recognition • Updated Oct 29, 2023 • 93

innovation64/distilhubert-finetuned-gtzan

Audio Classification • Updated Oct 28, 2023 • 168

innovation64/poca-aSoccerTwos

Reinforcement Learning • Updated May 29, 2023 • 22

innovation64/rl_course_vizdoom_health_gathering_supreme

Reinforcement Learning • Updated May 29, 2023

datasets

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