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pminervini 

authored 2 papers about 2 months ago

Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering

Paper • 2410.15999 • Published Oct 21 • 19

Adapting Neural Link Predictors for Data-Efficient Complex Query Answering

Paper • 2301.12313 • Published Jan 29, 2023

aryopg 

authored 3 papers about 2 months ago

CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning

Paper • 2410.10336 • Published Oct 14 • 2

Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering

Paper • 2410.15999 • Published Oct 21 • 19

Analysing the Residual Stream of Language Models Under Knowledge Conflicts

Paper • 2410.16090 • Published Oct 21 • 7

pminervini 

authored a paper about 2 months ago

Attention Is All You Need But You Don't Need All Of It For Inference of Large Language Models

Paper • 2407.15516 • Published Jul 22 • 1

aryopg 

authored a paper about 2 months ago

DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24 • 9

pminervini 

authored a paper about 2 months ago

DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24 • 9

pminervini 

authored 11 papers 6 months ago

A Simple and Effective $L_2$ Norm-Based Strategy for KV Cache Compression

Paper • 2406.11430 • Published Jun 17 • 22

PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them

Paper • 2102.07033 • Published Feb 13, 2021

No Train No Gain: Revisiting Efficient Training Algorithms For Transformer-based Language Models

Paper • 2307.06440 • Published Jul 12, 2023 • 3

SPARSEFIT: Few-shot Prompting with Sparse Fine-tuning for Jointly Generating Predictions and Natural Language Explanations

Paper • 2305.13235 • Published May 22, 2023 • 1

REFER: An End-to-end Rationale Extraction Framework for Explanation Regularization

Paper • 2310.14418 • Published Oct 22, 2023 • 1

Using Natural Language Explanations to Improve Robustness of In-context Learning for Natural Language Inference

Paper • 2311.07556 • Published Nov 13, 2023

XQA-DST: Multi-Domain and Multi-Lingual Dialogue State Tracking

Paper • 2204.05895 • Published Apr 12, 2022

Analysing The Impact of Sequence Composition on Language Model Pre-Training

Paper • 2402.13991 • Published Feb 21 • 1

An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP Tasks

Paper • 2210.16773 • Published Oct 30, 2022 • 1

Large language models surpass human experts in predicting neuroscience results

Paper • 2403.03230 • Published Mar 4 • 4

Adaptive Computation Modules: Granular Conditional Computation For Efficient Inference

Paper • 2312.10193 • Published Dec 15, 2023 • 1

aryopg 

authored a paper 6 months ago

The Hallucinations Leaderboard -- An Open Effort to Measure Hallucinations in Large Language Models

Paper • 2404.05904 • Published Apr 8 • 8