Large Language Models

Solving Data-centric Tasks using Large Language Models NAACL 2024 Solving General Natural-Language-Description Optimization Problems with Large Language Models NAACL 2024 Solving the Challenge Set without Solving the Task: On Winograd Schemas as a Test of Pronominal Coreference Resolution CoNLL 2024 Sonnet or Not, Bot? Poetry Evaluation for Large Models and Datasets EMNLP 2024 Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training ICLR 2024 Sövereign at The Perspective Argument Retrieval Shared Task 2024: Using LLMs with Argument Mining ACL 2024 SparkRA: A Retrieval-Augmented Knowledge Service System Based on Spark Large Language Model EMNLP 2024 SparQ Attention: Bandwidth-Efficient LLM Inference ICML 2024 SparseFit: Few-shot Prompting with Sparse Fine-tuning for Jointly Generating Predictions and Natural Language Explanations ACL 2024 Sparsity-Accelerated Training for Large Language Models ACL 2024 Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration NeurIPS 2024 Speculative Speech Recognition by Audio-Prefixed Low-Rank Adaptation of Language Models Interspeech 2024 Speech-based Slot Filling using Large Language Models ACL 2024 Speech Translation with Speech Foundation Models and Large Language Models: What is There and What is Missing? ACL 2024 Speechworthy Instruction-tuned Language Models EMNLP 2024 Speedy Gonzales: A Collection of Fast Task-Specific Models for Spanish NAACL 2024 SpikingBERT: Distilling BERT to Train Spiking Language Models Using Implicit Differentiation AAAI 2024 SPINACH: SPARQL-Based Information Navigation for Challenging Real-World Questions EMNLP 2024 Spiral of Silence: How is Large Language Model Killing Information Retrieval?—A Case Study on Open Domain Question Answering ACL 2024 Split-and-Denoise: Protect large language model inference with local differential privacy ICML 2024 Spoken-to-written text conversion with Large Language Model Interspeech 2024 SPOR: A Comprehensive and Practical Evaluation Method for Compositional Generalization in Data-to-Text Generation ACL 2024 SportsMetrics: Blending Text and Numerical Data to Understand Information Fusion in LLMs ACL 2024 SPP: Sparsity-Preserved Parameter-Efficient Fine-Tuning for Large Language Models ICML 2024 SpQR: A Sparse-Quantized Representation for Near-Lossless LLM Weight Compression ICLR 2024