LLMs for Page Stream Segmentation
Enhanced TabMe benchmark for page stream segmentation, creating TabMe++, showing fine-tuned decoder-based LLMs …
Benchmark
ChemBERTa-3: Open Source Training Framework
An open-source framework integrating DeepChem and Ray for training and benchmarking chemical foundation models like …
ChemDFM-R: Chemical Reasoner LLM
A 14B-parameter chemical reasoning LLM enhanced with atomized functional group knowledge and mix-sourced distillation …
ChemBERTa-2
Optimizing transformer pretraining for molecules using MLM vs MTR objectives, scaling to 77M compounds from PubChem for …
ChemBERTa: Molecular Property Prediction via Transformers
A systematic evaluation of RoBERTa transformers pretrained on 77M PubChem SMILES for molecular property prediction …
MERMaid: Multimodal Reaction Mining
Vision-language pipeline extracting chemical reaction data from PDF figures and tables into structured knowledge graphs …
ChemReco: Hand-Drawn Chemical Structure Recognition
A deep learning method using EfficientNet and Transformer to convert hand-drawn chemical structures into SMILES codes, …
Comparing OCSR Tools (Krasnov et al. 2024)
Benchmark of 8 open-access OCSR methods on 2702 manually curated patent images, with ChemIC classifier for hybrid …
DECIMER.ai: Optical Chemical Structure Recognition
Open-source OCSR platform combining Mask R-CNN segmentation and Transformer recognition, trained on 450M+ synthetic …
Dual-Path Global Awareness Transformer (DGAT)
A Transformer-based OCSR model introducing dual-path modules (CGFE and SDGLA) to improve global context awareness and …
Enhanced DECIMER for Hand-Drawn Structure Recognition
An improved encoder-decoder model (EfficientNetV2 + Transformer) for converting hand-drawn chemical structures into …
MMSSC-Net: Multi-Stage Sequence Cognitive Networks
A deep learning model for Optical Chemical Structure Recognition (OCSR) using SwinV2 and GPT-2 to convert molecular …