Notes: In the 2000s, neural networks shifted from exploratory to influential in NLP: Bengio et al. (2001; JMLR 2003) introduced the neural probabilistic language model that jointly learned distributed word vectors with…
Tag: llm
Neural Probabilistic Language Model
Notes: Neural probabilistic word sequence prediction refers to the use of neural networks to model the probability distribution of the next word in a sequence based on its context, moving beyond traditional…
LLM Reasoning & LLM Reasoners
Resources: llm-reasoners.net .. a library to enable LLMs to conduct complex reasoning See also: Automated Reasoning | Automated Reasoning & Question Answering | Deep Reasoning & Dialog Systems | Knowledge Representation and Reasoning (KR&R)…
LLM Evolution Timeline
Rule-based => Statistical => Neural word embeddings => RNNs/LSTMs => Transformers => Pretrained language models => Scaled LLMs => Aligned and multimodal LLMs Notes: This timeline demonstrates the cumulative evolution from symbolic…
100 Best AutoGen Videos
Notes: AutoGen is an open-source framework developed by Microsoft for building large language model (LLM) applications through the interaction of multiple AI agents. It supports various LLMs, including OpenAI’s GPT models and…