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Collections including paper arxiv:2411.14257

🔍 Daily Picks in Interpretability & Analysis of LMs

Outstanding research in interpretability and evaluation of language models, summarized

Inferring Functionality of Attention Heads from their Parameters

Paper • 2412.11965 • Published 21 days ago • 2
LatentQA: Teaching LLMs to Decode Activations Into Natural Language

Paper • 2412.08686 • Published 26 days ago • 1
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published 28 days ago • 66
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 9

Video Creation by Demonstration

Paper • 2412.09551 • Published 25 days ago • 8
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published 27 days ago • 46
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published 28 days ago • 71
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published about 1 month ago • 38

Papers - Text - SAE - Sparse Autoencoders

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

Paper • 2411.14257 • Published Nov 21, 2024 • 9
Scaling and evaluating sparse autoencoders

Paper • 2406.04093 • Published Jun 6, 2024 • 3
Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2

Paper • 2408.05147 • Published Aug 9, 2024 • 38
Disentangling Dense Embeddings with Sparse Autoencoders

Paper • 2408.00657 • Published Aug 1, 2024 • 1

Papers - Interpretability - Sparse Autoencoder (SAE)

Decoding Dark Matter: Specialized Sparse Autoencoders for Interpreting Rare Concepts in Foundation Models

Paper • 2411.00743 • Published Nov 1, 2024 • 6
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 9

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Paper • 2409.10516 • Published Sep 16, 2024 • 40
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse

Paper • 2409.11242 • Published Sep 17, 2024 • 5
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models

Paper • 2409.11136 • Published Sep 17, 2024 • 22
On the Diagram of Thought

Paper • 2409.10038 • Published Sep 16, 2024 • 12

Perception and abstraction. Each modality is tokenized and embedded into vectors for model to comprehend.

VILA^2: VILA Augmented VILA

Paper • 2407.17453 • Published Jul 24, 2024 • 39
Octopus v4: Graph of language models

Paper • 2404.19296 • Published Apr 30, 2024 • 116
Octo-planner: On-device Language Model for Planner-Action Agents

Paper • 2406.18082 • Published Jun 26, 2024 • 47
Dolphin: Long Context as a New Modality for Energy-Efficient On-Device Language Models

Paper • 2408.15518 • Published Aug 28, 2024 • 42

Papers - Interpretability

Prompt-to-Prompt Image Editing with Cross Attention Control

Paper • 2208.01626 • Published Aug 2, 2022 • 2
BERT Rediscovers the Classical NLP Pipeline

Paper • 1905.05950 • Published May 15, 2019 • 2
A Multiscale Visualization of Attention in the Transformer Model

Paper • 1906.05714 • Published Jun 12, 2019 • 2
Analyzing Transformers in Embedding Space

Paper • 2209.02535 • Published Sep 6, 2022 • 3

ibm/AttaQ

Viewer • Updated Jan 26, 2024 • 1.4k • 1.1k • 13
snorkelai/snorkel-curated-instruction-tuning

Preview • Updated Mar 11, 2024 • 36 • 8
corbyrosset/researchy_questions

Viewer • Updated Feb 29, 2024 • 96.4k • 44 • 25
argilla/ultrafeedback-binarized-preferences

Viewer • Updated Nov 30, 2023 • 63.6k • 288 • 70

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 145
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 12
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 53
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 45

Chain-of-Verification Reduces Hallucination in Large Language Models

Paper • 2309.11495 • Published Sep 20, 2023 • 37
Hallucination Detox: Sensitive Neuron Dropout (SeND) for Large Language Model Training

Paper • 2410.15460 • Published Oct 20, 2024 • 1
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24, 2024 • 9
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 9

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