This is a repo consisting of papers about LLMs' perception of their knowledge boundaries; Uncertainty Quantification; Honesty Alignment; When to retrieve.
☆25Nov 25, 2025Updated 11 months ago
Alternatives and similar repositories for Awesome-LMs-Perception-of-Their-Knowledge-Boundaries-Papers
Users that are interested in Awesome-LMs-Perception-of-Their-Knowledge-Boundaries-Papers are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official code for the paper Towards Fully Exploiting LLM Internal States to Enhance Knowledge Boundary Perception. The code is based on t…☆21Aug 5, 2025Updated last year
- Implementation of EMNLP Oral Paper: InfoGain-RAG: Boosting Retrieval-Augmented Generation through Document Information Gain-based Reranki…☆19Sep 17, 2025Updated last year
- A curated list of awesome papers about calibration☆15May 6, 2024Updated 2 years ago
- Code for Robust Fine-tuning (RbFT)☆19Jan 31, 2025Updated last year
- query-level uncertainty in LLMs☆13Mar 27, 2026Updated 7 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- [AAAI'26, Oral] Modeling Uncertainty Trends for Timely Retrieval in Dynamic RAG☆34Apr 14, 2026Updated 7 months ago
- ☆12Jun 28, 2024Updated 2 years ago
- Reproducible and flexible LLM evaluations for scientific reasoning.☆32Jul 23, 2025Updated last year
- ☆10Jul 10, 2025Updated last year
- ☆19Sep 18, 2024Updated 2 years ago
- ☆19Oct 28, 2025Updated last year
- ☆77May 22, 2024Updated 2 years ago
- [ACL'26 Main Conference] Retrieval as Generation: A Unified Framework with Self-Triggered Information Planning☆38Apr 14, 2026Updated 7 months ago
- [EMNLP 2024] CompAct: Compressing Retrieved Documents Actively for Question Answering☆36Sep 20, 2024Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Source Code for EditCoT, EMNLP 2025 Long Paper☆14Aug 21, 2025Updated last year
- CIKM 2022: CorpusBrain: Pre-train a Generative Retrieval Model for Knowledge-Intensive Language Tasks☆33Aug 31, 2022Updated 4 years ago
- Code for State Delta Encoding☆14Nov 12, 2025Updated last year
- Implementation of "Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation"☆83Jul 31, 2023Updated 3 years ago
- Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision☆18Apr 1, 2025Updated last year
- NLPIR tutorial: pretrain for IR. pre-train on raw textual corpus, fine-tune on MS MARCO Document Ranking☆13Sep 10, 2021Updated 5 years ago
- Order-agnostic Identifier for Large Language Model-based Generative Recommendation (SIGIR'25)☆33Oct 21, 2025Updated last year
- Papers about Conversation and Clarifying Questions☆12Oct 6, 2023Updated 3 years ago
- [NeurIPS 2024] Codes for "Understanding Linear Probing then Fine-tuning Language Models from NTK Perspective"☆11Dec 22, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- [NeurIPS'25] VLMs Can Aggregate Scattered Training Patches☆14Jun 5, 2025Updated last year
- Math-OCR-Zero: A high-quality mathematical dataset for reinforcement learning in multimodal large models☆12Mar 30, 2026Updated 7 months ago
- [EMNLP 2025] Official code for the paper "SafeKey: Amplifying Aha-Moment Insights for Safety Reasoning"☆16May 12, 2026Updated 6 months ago
- Code for AAAI 2024 paper Wikiformer☆20Dec 21, 2023Updated 2 years ago
- Official Repository for NeurIPS 2025 Paper: "A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning"☆14Nov 10, 2025Updated last year
- 基于蓝图系统的人工神经网络可视化集成开发环境。化繁为简,简单拖拽,就能完成复杂的任务。☆10Aug 2, 2026Updated 3 months ago
- Code for paper, named "Hierarchical Task Network-Enhanced Multi-Agent Reinforcement Learning: Toward Efficient Cooperative Strategies".☆11Jun 24, 2024Updated 2 years ago
- [ICLR 2026] BARREL: Boundary-Aware Reasoning for Factual and Reliable LRMs☆19May 21, 2025Updated last year
- This includes the original implementation of CtrlA: Adaptive Retrieval-Augmented Generation via Inherent Control.☆67Oct 9, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- ☆14Aug 18, 2022Updated 4 years ago
- Submission archive for the MS MARCO passage ranking leaderboard☆14Apr 21, 2023Updated 3 years ago
- Accepted by NAACL 2025 main conference.☆11Jan 24, 2025Updated last year
- Project of ACL 2025 "UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models"☆16Mar 25, 2025Updated last year
- A framework for Ranked List Truncation, including the implementation of multiple existing deep models, such as BiCut、Choopy and AttnCut. …☆14May 7, 2022Updated 4 years ago
- Code for the Paper "p-less Sampling: A Robust Hyperparameter-Free Approach for LLM Decoding" (https://arxiv.org/abs/2509.23234).☆12Oct 8, 2025Updated last year
- A minimal implementation of Agentic RAG using GRPO☆17Jun 11, 2025Updated last year
Are these results useful?