Model: "flan-t5"

Apr 04, 2024
ReALM: Reference Resolution As Language Modeling
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flan-t5 gpt-4 apple openai hugging-face stability-ai reference-resolution finetuning quantization retrieval-augmented-generation open-source coding-agents podcast-generation image-generation ai-industry-trends takuto-takizawa
Apple is advancing in AI with a new approach called ReALM: Reference Resolution As Language Modeling, which improves understanding of ambiguous references using three contexts and finetunes a smaller FLAN-T5 model that outperforms GPT-4 on this task. In Reddit AI news, an open-source coding agent SWE-agent achieves 12.29% on the SWE-bench benchmark, and RAGFlow introduces a customizable retrieval-augmented generation engine. A new quantization method, QuaRot, enables efficient 4-bit inference. AI applications include a t-shirt design generator, podgenai for GPT-4 based podcast generation, and an open-source model from HuggingFace that runs without a GPU. Industry discussions focus on the impact of large language models on the AI field and efforts to decentralize AI development. Takuto Takizawa joins Stability AI Japan as Head of Sales & Partnerships.
Feb 06, 2024
Less Lazy AI
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hamster-v0.2 flan-t5 miqu-1-120b-gguf qwen2 axolotl openai hugging-face nous-research h2oai apple model-merging fine-tuning quantization vram-optimization plugin-development chatbot-memory model-training bug-reporting api-compatibility philschmid
The AI Discord summaries for early 2024 cover various community discussions and developments. Highlights include 20 guilds, 308 channels, and 10449 messages analyzed, saving an estimated 780 minutes of reading time. Key topics include Polymind Plugin Puzzle integrating PubMed API, roleplay with HamSter v0.2, VRAM challenges in Axolotl training, fine-tuning tips for FLAN-T5, and innovative model merging strategies. The Nous Research AI community discussed GPT-4's lyricism issues, quantization techniques using llama.cpp, frankenmerging with models like miqu-1-120b-GGUF, anticipation for Qwen2, and tools like text-generation-webui and ExLlamaV2. The LM Studio community reported a bug where the app continues running after UI closure, with a workaround to forcibly terminate the process. These discussions reflect ongoing challenges and innovations in AI model training, deployment, and interaction.