SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model | #ai #2025 #genai #google
Paper: https://arxiv.org/pdf/2501.17161 This research paper compares supervised fine-tuning (SFT) and reinforcement learning (RL) for post-training foundation models. Using novel and existing tasks i...
7 Helmi 202516min
Deepseek Janus-Pro: Unified Multimodal Understanding and Generation | #ai #2025 #genai #deepseek
Paper: https://github.com/deepseek-ai/Janus/blob/main/janus_pro_tech_report.pdf Github: https://github.com/deepseek-ai/Janus/tree/main?tab=readme-ov-file The paper introduces Janus-Pro, an improved m...
30 Tammi 202516min
Memory Layers at Scale | #ai #2024 #genai #meta
Paper: https://arxiv.org/pdf/2412.09764 This research paper explores the effectiveness of memory layers in significantly enhancing large language models (LLMs). By incorporating a trainable key-value...
11 Tammi 202514min
Large Concept Models: Language Modeling in a Sentence Representation Space | #ai #2024 #genai
Paper: https://scontent-dfw5-1.xx.fbcdn.net/... This research paper introduces Large Concept Models (LCMs), a novel approach to language modeling that operates on sentence embeddings instead of indi...
6 Tammi 202529min
DeepSeek v3 | #ai #2024 #genai
Technical Report: https://arxiv.org/pdf/2412.19437 Github: https://github.com/deepseek-ai/DeepSe... This research paper introduces DeepSeek-V3, a 671-billion parameter Mixture-of-Experts (MoE) large ...
31 Joulu 202428min
VISION TRANSFORMERS NEED REGISTERS | #ai #2024 #genai #meta
Paper: https://arxiv.org/pdf/2309.16588 This research paper examines artifacts in vision transformer feature maps, specifically high-norm tokens appearing in non-informative image areas. The authors ...
30 Joulu 202433min
Byte Latent Transformer: Scaling Language Models with Patches | #ai #2024 #genai
Paper: https://arxiv.org/pdf/2412.09871v1.pdf The paper introduces the Byte Latent Transformer (BLT), a novel large language model architecture that processes raw byte data without tokenization. BLT ...
27 Joulu 202421min
CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models | #ai #2024 #genai
This research paper introduces CosyVoice 2, an improved streaming speech synthesis model. Building upon its predecessor, CosyVoice 2 utilizes advancements in large language models (LLMs) and incorpora...
27 Joulu 202420min
