Text2SQL is Not Enough: Unifying AI and Databases with TAG

tag-research/tag-bench 27 Aug 2024

Such systems would allow users to leverage the powerful reasoning and knowledge capabilities of language models (LMs) alongside the scalable computational power of data management systems.

RAG Text-To-SQL +1

337
0.66 stars / hour

Unleashing the Temporal-Spatial Reasoning Capacity of GPT for Training-Free Audio and Language Referenced Video Object Segmentation

appletea233/al-ref-sam2 28 Aug 2024

In this paper, we propose an Audio-Language-Referenced SAM 2 (AL-Ref-SAM 2) pipeline to explore the training-free paradigm for audio and language-referenced video object segmentation, namely AVS and RVOS tasks.

Object Semantic Segmentation +2

54
0.66 stars / hour

Unifying Sequences, Structures, and Descriptions for Any-to-Any Protein Generation with the Large Multimodal Model HelixProtX

PaddlePaddle/PaddleHelix 12 Jul 2024

The experimental results affirm the advanced capabilities of HelixProtX, not only in generating functional descriptions from amino acid sequences but also in executing critical tasks such as designing protein sequences and structures from textual descriptions.

scientific discovery

968
0.63 stars / hour

Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity Prediction

PaddlePaddle/PaddleHelix 17 Dec 2020

The hierarchical attentive aggregation can capture spatial dependencies among atoms, as well as fuse the position-enhanced information with the capability of discriminating multiple spatial relations among atoms.

Drug Discovery Graph Attention +2

968
0.62 stars / hour

Automated Design of Agentic Systems

shengranhu/adas 15 Aug 2024

Researchers are investing substantial effort in developing powerful general-purpose agents, wherein Foundation Models are used as modules within agentic systems (e. g. Chain-of-Thought, Self-Reflection, Toolformer).

817
0.60 stars / hour

Autonomous LLM-driven research from data to human-verifiable research papers

technion-kishony-lab/data-to-paper 24 Apr 2024

As AI promises to accelerate scientific discovery, it remains unclear whether fully AI-driven research is possible and whether it can adhere to key scientific values, such as transparency, traceability and verifiability.

scientific discovery

439
0.59 stars / hour

Highly accurate protein structure prediction with AlphaFold

PaddlePaddle/PaddleHelix Nature 2021

Accurate computational approaches are needed to address this gap and to enable large-scale structural bioinformatics.

Protein Folding Protein Structure Prediction

969
0.58 stars / hour

SAM2Point: Segment Any 3D as Videos in Zero-shot and Promptable Manners

ziyuguo99/sam2point 29 Aug 2024

We introduce SAM2Point, a preliminary exploration adapting Segment Anything Model 2 (SAM 2) for zero-shot and promptable 3D segmentation.

Segmentation

234
0.55 stars / hour

LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset

efeslab/Nanoflow 21 Sep 2023

Studying how people interact with large language models (LLMs) in real-world scenarios is increasingly important due to their widespread use in various applications.

Chatbot Diversity +1

441
0.53 stars / hour

FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

funaudiollm/cosyvoice 4 Jul 2024

This report introduces FunAudioLLM, a model family designed to enhance natural voice interactions between humans and large language models (LLMs).

Emotion Recognition Event Detection +6

4,680
0.53 stars / hour