Models
Datasets
Spaces
Buckets new
Docs
Enterprise
Pricing
- Website
- Community
- Solutions
Log In
Sign Up

Collections

Discover the best community collections!

Collections including paper arxiv:2402.03744

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 14
Distinguishing Ignorance from Error in LLM Hallucinations

Paper • 2410.22071 • Published Oct 29, 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24, 2024 • 10
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Paper • 2410.11779 • Published Oct 15, 2024 • 25

LLM Hallucination Detection Papers

Collection of LLM hallucination and evaluation papers that I've been exploring and implementing. Some of them have my comments and annotated doodles.

Looking for a Needle in a Haystack: A Comprehensive Study of Hallucinations in Neural Machine Translation

Paper • 2208.05309 • Published Aug 10, 2022 • 1
LLM-Eval: Unified Multi-Dimensional Automatic Evaluation for Open-Domain Conversations with Large Language Models

Paper • 2305.13711 • Published May 23, 2023 • 2
Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation

Paper • 2302.09664 • Published Feb 19, 2023 • 4
BARTScore: Evaluating Generated Text as Text Generation

Paper • 2106.11520 • Published Jun 22, 2021 • 2

Evals & Monitoring

G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Paper • 2303.16634 • Published Mar 29, 2023 • 3
miracl/miracl-corpus

Viewer • Updated Jan 5, 2023 • 77.2M • 4.4k • 54
Judging LLM-as-a-judge with MT-Bench and Chatbot Arena

Paper • 2306.05685 • Published Jun 9, 2023 • 44
How is ChatGPT's behavior changing over time?

Paper • 2307.09009 • Published Jul 18, 2023 • 26

Hallucination_LLM

INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection

Paper • 2402.03744 • Published Feb 6, 2024 • 4
DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

Paper • 2309.03883 • Published Sep 7, 2023 • 36

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

Latent Reasoning in LLMs as a Vocabulary-Space Superposition

Paper • 2510.15522 • Published Oct 17, 2025 • 7
Language Models are Injective and Hence Invertible

Paper • 2510.15511 • Published Oct 17, 2025 • 70
Eliciting Secret Knowledge from Language Models

Paper • 2510.01070 • Published Oct 1, 2025 • 6
Interpreting Language Models Through Concept Descriptions: A Survey

Paper • 2510.01048 • Published Oct 1, 2025 • 2

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 14
Distinguishing Ignorance from Error in LLM Hallucinations

Paper • 2410.22071 • Published Oct 29, 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24, 2024 • 10
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Paper • 2410.11779 • Published Oct 15, 2024 • 25

Hallucination_LLM

INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection

Paper • 2402.03744 • Published Feb 6, 2024 • 4
DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

Paper • 2309.03883 • Published Sep 7, 2023 • 36

LLM Hallucination Detection Papers

Collection of LLM hallucination and evaluation papers that I've been exploring and implementing. Some of them have my comments and annotated doodles.

Looking for a Needle in a Haystack: A Comprehensive Study of Hallucinations in Neural Machine Translation

Paper • 2208.05309 • Published Aug 10, 2022 • 1
LLM-Eval: Unified Multi-Dimensional Automatic Evaluation for Open-Domain Conversations with Large Language Models

Paper • 2305.13711 • Published May 23, 2023 • 2
Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation

Paper • 2302.09664 • Published Feb 19, 2023 • 4
BARTScore: Evaluating Generated Text as Text Generation

Paper • 2106.11520 • Published Jun 22, 2021 • 2

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

Latent Reasoning in LLMs as a Vocabulary-Space Superposition

Paper • 2510.15522 • Published Oct 17, 2025 • 7
Language Models are Injective and Hence Invertible

Paper • 2510.15511 • Published Oct 17, 2025 • 70
Eliciting Secret Knowledge from Language Models

Paper • 2510.01070 • Published Oct 1, 2025 • 6
Interpreting Language Models Through Concept Descriptions: A Survey

Paper • 2510.01048 • Published Oct 1, 2025 • 2

Evals & Monitoring

G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Paper • 2303.16634 • Published Mar 29, 2023 • 3
miracl/miracl-corpus

Viewer • Updated Jan 5, 2023 • 77.2M • 4.4k • 54
Judging LLM-as-a-judge with MT-Bench and Chatbot Arena

Paper • 2306.05685 • Published Jun 9, 2023 • 44
How is ChatGPT's behavior changing over time?

Paper • 2307.09009 • Published Jul 18, 2023 • 26

Company

TOS Privacy About Careers

Website

Models Datasets Spaces Pricing Docs