Preprint2024
Jina Reranker
Unknown
Jina Reranker is a neural reranking model that improves search and RAG systems by reordering retrieved documents for better query alignment.
0Feb 1, 2024Alignment
AI Research
AI & ML Research Papers
A comprehensive index of artificial intelligence and machine-learning research with AI-generated summaries, citation metrics, and direct links to papers and code.
Alignment
9 papersPreprint2024
Nemotron-4 340B
Unknown
Nvidia's Nemotron-4 340B models and reward model enable synthetic data generation for training smaller language models, with over 98% of alignment data being synthetic.
0Jun 1, 2024Alignment
Preprint2023
Zephyr 7B
Unknown
Zephyr 7B uses distilled direct preference optimization (dDPO) and AI feedback data to improve intent alignment in chat-based language models.
0Oct 1, 2023Alignment
PreprintElectronics2024
A Review of Large Language Models: Fundamental Architectures, Key Technological Evolutions, Interdisciplinary Technologies Integration, Optimization and Compression Techniques, Applications, and Challenges
Songyue Han, Mingyu Wang, Jialong Zhang, et al.
A comprehensive survey of LLMs covering architectures, key technologies, interdisciplinary integrations, optimization, applications, and challenges.
62Dec 21, 2024Large Language ModelsReinforcement Learning
Preprint2026
Dataset Distillation by Influence Matching
Haoru Tan, Wang Wang, Sitong Wu, et al.
Dataset Distillation by Influence Matching aligns the final outcome of training by learning a compact synthetic set whose effect on converged parameters matches that of the full dataset.
0Jul 18, 2026Retrieval Augmented GenerationAlignment
arXiv
Preprint2023
Aligning large language models with human: A survey
Yufei Wang, Wanjun Zhong, Liangyou Li, et al.
A comprehensive survey of alignment technologies for large language models, summarizing methods for effective high-quality alignment.
0Jan 1, 2023Large Language ModelsAlignment
arXiv
Preprint2025
A survey on trustworthy llm agents: Threats and countermeasures
Unknown
This survey systematically reviews threats and countermeasures for trustworthy LLM agents, organizing defense approaches into three paradigms: alignment, monitoring, and control.
0Jan 1, 2025Alignment
PreprintIEEE Transactions on Pattern Analysis and Machine Intelligence2021
ProtTrans: Toward Understanding the Language of Life Through Self-Supervised Learning
Ahmed Elnaggar, Michael Heinzinger, Christian Dallago, et al.
ProtTrans trains protein language models on up to 393 billion amino acids, showing raw embeddings capture biophysical features and outperform state-of-the-art in secondary structure prediction without evolutionary information.
2.3kJul 7, 2021TransformersAlignment
arXiv
Preprint2026
Generalizable VLA Finetuning via Representation Anchoring and Language-Action Alignment
Dwip Dalal, Shivansh Patel, Chahit Jain, et al.
Anchor-Align augments behavior cloning with vision-language anchoring and language-action alignment to prevent representation drift and improve VLA policy generalization.
0Jul 15, 2026AlignmentBenchmarks
arXiv