AlexanderVNikitin / kernel-language-entropy
Code for Fine-grained Uncertainty Quantification for LLMs from Semantic Similarities (NeurIPS'24)
☆16Updated 2 months ago
Alternatives and similar repositories for kernel-language-entropy:
Users that are interested in kernel-language-entropy are comparing it to the libraries listed below
- DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models (ICLR 2024)☆62Updated 4 months ago
- source code for NeurIPS'24 paper "HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection"☆31Updated last month
- ☆20Updated 7 months ago
- Code for paper: Aligning Large Language Models with Representation Editing: A Control Perspective☆24Updated 3 weeks ago
- Official Repository for The Paper: Safety Alignment Should Be Made More Than Just a Few Tokens Deep☆71Updated 7 months ago
- [ICML 2024] Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications☆69Updated 4 months ago
- ☆45Updated 7 months ago
- Official code for "Decoding-Time Language Model Alignment with Multiple Objectives".☆18Updated 3 months ago
- ☆30Updated 4 months ago
- [ACL 2024] Code and data for "Machine Unlearning of Pre-trained Large Language Models"☆52Updated 4 months ago
- ☆41Updated last week
- Official repo for EMNLP'24 paper "SOUL: Unlocking the Power of Second-Order Optimization for LLM Unlearning"☆18Updated 4 months ago
- Official repository of "Localizing Task Information for Improved Model Merging and Compression" [ICML 2024]☆39Updated 3 months ago
- [ACL 2024] Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models☆45Updated 5 months ago
- A Mechanistic Understanding of Alignment Algorithms: A Case Study on DPO and Toxicity.☆62Updated 3 months ago
- Code associated with Tuning Language Models by Proxy (Liu et al., 2024)☆104Updated 10 months ago
- Lightweight Adapting for Black-Box Large Language Models☆19Updated last year
- ☆26Updated last year
- [NeurIPS'23] Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors☆71Updated last month
- The official repo of paper "Self-Control of LLM Behaviors by Compressing Suffix Gradient into Prefix Controller"☆18Updated 6 months ago
- [ICLR'24] RAIN: Your Language Models Can Align Themselves without Finetuning☆89Updated 8 months ago
- Implementation of PaCE: Parsimonious Concept Engineering for Large Language Models (NeurIPS 2024)☆32Updated 3 months ago
- code for EMNLP 2024 paper: Neuron-Level Knowledge Attribution in Large Language Models☆28Updated 3 months ago
- [NeurIPS 2024] "Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?"☆31Updated last month
- This is the official code for the paper "Vaccine: Perturbation-aware Alignment for Large Language Models" (NeurIPS2024)☆35Updated 3 months ago
- Official code for ICML 2024 paper on Persona In-Context Learning (PICLe)☆23Updated 7 months ago
- In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation (ICML 2024)☆50Updated 10 months ago
- AdaMerging: Adaptive Model Merging for Multi-Task Learning. ICLR, 2024.☆65Updated 3 months ago
- Personalized Steering of Large Language Models: Versatile Steering Vectors Through Bi-directional Preference Optimization☆17Updated 6 months ago
- LoFiT: Localized Fine-tuning on LLM Representations☆33Updated last month