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Methodology
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Deep Learning
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Large Language Models
2678 directly classified papers
Papers per year
2014: 1
2017: 2
2018: 1
2019: 13
2020: 17
2021: 26
2022: 105
2023: 314
2024: 931
2025: 1268
Papers
Examining Large Pre-Trained Language Models for Machine Translation: What You Don’t Know about It
EMNLP 2022
Detecting Label Errors by Using Pre-Trained Language Models
EMNLP 2022
Few-shot Learning with Multilingual Generative Language Models
EMNLP 2022
Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding
EMNLP 2022
On the Calibration of Massively Multilingual Language Models
EMNLP 2022
The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models
EMNLP 2022
CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation
EMNLP 2022
Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations
EMNLP 2022
EvEntS ReaLM: Event Reasoning of Entity States via Language Models
EMNLP 2022
Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference
EMNLP 2022
NaturalProver: Grounded Mathematical Proof Generation with Language Models
NIPS 2022
LIFT: Language-Interfaced Fine-Tuning for Non-language Machine Learning Tasks
NIPS 2022
STaR: Bootstrapping Reasoning With Reasoning
NIPS 2022
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning
NIPS 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
NIPS 2022
The Stability-Efficiency Dilemma: Investigating Sequence Length Warmup for Training GPT Models
NIPS 2022
When to Make Exceptions: Exploring Language Models as Accounts of Human Moral Judgment
NIPS 2022
Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models
NIPS 2022
Differentially Private Model Compression
NIPS 2022
An empirical analysis of compute-optimal large language model training
NIPS 2022
GPT3.int8(): 8-bit Matrix Multiplication for Transformers at Scale
NIPS 2022
The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset
NIPS 2022
Autoformalization with Large Language Models
NIPS 2022
You can’t pick your neighbors, or can you? When and How to Rely on Retrieval in the kNN-LM
EMNLP 2022
On the Use of Bert for Automated Essay Scoring: Joint Learning of Multi-Scale Essay Representation
NAACL 2022
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