LLMAccountability

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pminervini 

authored 4 papers 3 months ago

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

Paper • 2410.15999 • Published Oct 21, 2024 • 19

Adapting Neural Link Predictors for Data-Efficient Complex Query Answering

Paper • 2301.12313 • Published Jan 29, 2023

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, 2024 • 1

DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24, 2024 • 9

pminervini 

authored 11 papers 8 months ago

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

Paper • 2406.11430 • Published Jun 17, 2024 • 23

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, 2024 • 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, 2024 • 4

Adaptive Computation Modules: Granular Conditional Computation For Efficient Inference

Paper • 2312.10193 • Published Dec 15, 2023 • 1

zodiache 

authored a paper 8 months ago

Are We Done with MMLU?

Paper • 2406.04127 • Published Jun 6, 2024 • 38

pminervini 

authored a paper 8 months ago

Are We Done with MMLU?

Paper • 2406.04127 • Published Jun 6, 2024 • 38

pminervini 

authored a paper 9 months ago

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

Paper • 2404.05904 • Published Apr 8, 2024 • 8

zodiache 

authored a paper 11 months ago

StarCoder 2 and The Stack v2: The Next Generation

Paper • 2402.19173 • Published Feb 29, 2024 • 137