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Intervening on early readouts for mitigating spurious features and simplicity bias

Intervening on early readouts for mitigating spurious features and simplicity bias

by | Feb 2, 2024 | Uncategorized

Posted by Rishabh Tiwari, Pre-doctoral Researcher, and Pradeep Shenoy, Research Scientist, Google Research Machine learning models in the real world are often trained on limited data that may contain unintended statistical biases. For example, in the CELEBA celebrity...
Seeking Faster, More Efficient AI? Meet FP6-LLM: the Breakthrough in GPU-Based Quantization for Large Language Models

Seeking Faster, More Efficient AI? Meet FP6-LLM: the Breakthrough in GPU-Based Quantization for Large Language Models

by | Feb 2, 2024 | Uncategorized

In computational linguistics and artificial intelligence, researchers continually strive to optimize the performance of large language models (LLMs). These models, renowned for their capacity to process a vast array of language-related tasks, face significant...
Seeking Speed without Loss in Large Language Models? Meet EAGLE: A Machine Learning Framework Setting New Standards for Lossless Acceleration

Seeking Speed without Loss in Large Language Models? Meet EAGLE: A Machine Learning Framework Setting New Standards for Lossless Acceleration

by | Feb 2, 2024 | Uncategorized

For LLMs, auto-regressive decoding is now considered the gold standard. Because LLMs generate output tokens individually, the procedure is time-consuming and expensive. Methods based on speculative sampling provide an answer to this problem. In the first, called the...
Meet CMMMU: A New Chinese Massive Multi-Discipline Multimodal Understanding Benchmark Designed to Evaluate Large Multimodal Models LMMs

Meet CMMMU: A New Chinese Massive Multi-Discipline Multimodal Understanding Benchmark Designed to Evaluate Large Multimodal Models LMMs

by | Feb 2, 2024 | Uncategorized

In the realm of artificial intelligence, Large Multimodal Models (LMMs) have exhibited remarkable problem-solving capabilities across diverse tasks, such as zero-shot image/video classification, zero-shot image/video-text retrieval, and multimodal question answering...
DeepSeek-AI Introduce the DeepSeek-Coder Series: A Range of Open-Source Code Models from 1.3B to 33B and Trained from Scratch on 2T Tokens

DeepSeek-AI Introduce the DeepSeek-Coder Series: A Range of Open-Source Code Models from 1.3B to 33B and Trained from Scratch on 2T Tokens

by | Feb 2, 2024 | Uncategorized

In the dynamic field of software development, integrating large language models (LLMs) has initiated a new chapter, especially in code intelligence. These sophisticated models have been pivotal in automating various aspects of programming, from identifying bugs to...
This AI Paper from China Introduces ‘AGENTBOARD’: An Open-Source Evaluation Framework Tailored to Analytical Evaluation of Multi-Turn LLM Agents

This AI Paper from China Introduces ‘AGENTBOARD’: An Open-Source Evaluation Framework Tailored to Analytical Evaluation of Multi-Turn LLM Agents

by | Feb 1, 2024 | Uncategorized

Evaluating LLMs as versatile agents is crucial for their integration into practical applications. However, existing evaluation frameworks face challenges in benchmarking diverse scenarios, maintaining partially observable environments, and capturing multi-round...
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