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Large Language Models

6405 directly classified papers

Papers per year

Papers

Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame Benchmark AAAI 2024
EcomGPT: Instruction-Tuning Large Language Models with Chain-of-Task Tasks for E-commerce AAAI 2024
LatestEval: Addressing Data Contamination in Language Model Evaluation through Dynamic and Time-Sensitive Test Construction AAAI 2024
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning AAAI 2024
ESRL: Efficient Sampling-Based Reinforcement Learning for Sequence Generation AAAI 2024
ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference AAAI 2024
Value Kaleidoscope: Engaging AI with Pluralistic Human Values, Rights, and Duties AAAI 2024
Your Prompt Is My Command: On Assessing the Human-Centred Generality of Multimodal Models (Abstract Reprint) AAAI 2024
DPIC: Decoupling Prompt and Intrinsic Characteristics for LLM Generated Text Detection NIPS 2024
SpecExec: Massively Parallel Speculative Decoding For Interactive LLM Inference on Consumer Devices NIPS 2024
On the Noise Robustness of In-Context Learning for Text Generation NIPS 2024
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks NIPS 2024
Slot-VLM: Object-Event Slots for Video-Language Modeling NIPS 2024
Towards Understanding How Transformers Learn In-context Through a Representation Learning Lens NIPS 2024
Open LLMs are Necessary for Current Private Adaptations and Outperform their Closed Alternatives NIPS 2024
TaskBench: Benchmarking Large Language Models for Task Automation NIPS 2024
Weak-to-Strong Search: Align Large Language Models via Searching over Small Language Models NIPS 2024
HonestLLM: Toward an Honest and Helpful Large Language Model NIPS 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models NIPS 2024
I Don't Know: Explicit Modeling of Uncertainty with an [IDK] Token NIPS 2024
BitDelta: Your Fine-Tune May Only Be Worth One Bit NIPS 2024
Ad Auctions for LLMs via Retrieval Augmented Generation NIPS 2024
Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning NIPS 2024
Boosting the Potential of Large Language Models with an Intelligent Information Assistant NIPS 2024
Grammar-Aligned Decoding NIPS 2024