MiaoXiong2320 / llm-uncertainty
code repo for ICLR 2024 paper "Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs"
☆105Updated last year
Alternatives and similar repositories for llm-uncertainty:
Users that are interested in llm-uncertainty are comparing it to the libraries listed below
- [ACL 2024] Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models☆46Updated 6 months ago
- In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation (ICML 2024)☆56Updated 11 months ago
- ☆25Updated 10 months ago
- ☆47Updated 7 months ago
- ☆28Updated last year
- ☆93Updated last year
- ☆84Updated 8 months ago
- [NeurIPS 2024] "Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?"☆35Updated 2 months ago
- Code for Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities (NeurIPS'24)☆17Updated 3 months ago
- Lightweight Adapting for Black-Box Large Language Models☆21Updated last year
- ☆160Updated 9 months ago
- Code for paper: Aligning Large Language Models with Representation Editing: A Control Perspective☆25Updated last month
- A Mechanistic Understanding of Alignment Algorithms: A Case Study on DPO and Toxicity.☆69Updated 2 weeks ago
- code for EMNLP 2024 paper: Neuron-Level Knowledge Attribution in Large Language Models☆29Updated 4 months ago
- Implementation of PaCE: Parsimonious Concept Engineering for Large Language Models (NeurIPS 2024)☆35Updated 4 months ago
- This is the official repo for Towards Uncertainty-Aware Language Agent.☆24Updated 7 months ago
- ☆30Updated 10 months ago
- [ICLR 2025] When Attention Sink Emerges in Language Models: An Empirical View (Spotlight)☆54Updated 5 months ago
- [NAACL'25 Oral] Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering☆52Updated 4 months ago
- source code for NeurIPS'24 paper "HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection"☆31Updated 2 months ago
- EMNLP 2024: Model Editing Harms General Abilities of Large Language Models: Regularization to the Rescue☆35Updated 4 months ago
- [ICML 2024 Oral] Official code repository for MLLM-as-a-Judge.☆65Updated last month
- ☆37Updated last year
- ☆50Updated last year
- ☆18Updated 3 weeks ago
- [EMNLP 2023] Poisoning Retrieval Corpora by Injecting Adversarial Passages https://arxiv.org/abs/2310.19156☆30Updated last year
- [EMNLP 2023] MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop Questions☆107Updated 6 months ago
- [ICML 2024] One Prompt is Not Enough: Automated Construction of a Mixture-of-Expert Prompts - TurningPoint AI☆20Updated 6 months ago
- [ICML 2024] Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications☆73Updated 3 weeks ago
- Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision☆119Updated 6 months ago