The Impact of Hyperparameters on Large Language Model Inference Performance: An Evaluation of vLLM and HuggingFace Pipelines
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2408.01050
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Published
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8
Inference
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Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Paper • 2408.03314 • Published • 47 -
Towards a Unified View of Preference Learning for Large Language Models: A Survey
Paper • 2409.02795 • Published • 71 -
Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance
Paper • 2409.04593 • Published • 23 -
From MOOC to MAIC: Reshaping Online Teaching and Learning through LLM-driven Agents
Paper • 2409.03512 • Published • 26 -
Political DEBATE: Efficient Zero-shot and Few-shot Classifiers for Political Text
Paper • 2409.02078 • Published • 9 -
Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming
Paper • 2408.16725 • Published • 52 -
TextBoost: Towards One-Shot Personalization of Text-to-Image Models via Fine-tuning Text Encoder
Paper • 2409.08248 • Published • 13 -
GroUSE: A Benchmark to Evaluate Evaluators in Grounded Question Answering
Paper • 2409.06595 • Published • 37 -
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
Paper • 2409.12183 • Published • 36 -
Preference Tuning with Human Feedback on Language, Speech, and Vision Tasks: A Survey
Paper • 2409.11564 • Published • 19 -
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study
Paper • 2409.17580 • Published • 7 -
Law of the Weakest Link: Cross Capabilities of Large Language Models
Paper • 2409.19951 • Published • 53 -
Illustrious: an Open Advanced Illustration Model
Paper • 2409.19946 • Published • 13 -
Ruler: A Model-Agnostic Method to Control Generated Length for Large Language Models
Paper • 2409.18943 • Published • 27 -
SLM: Bridge the thin gap between speech and text foundation models
Paper • 2310.00230 • Published -
ComfyGen: Prompt-Adaptive Workflows for Text-to-Image Generation
Paper • 2410.01731 • Published • 16 -
OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models
Paper • 2411.04905 • Published • 111 -
Agent-as-a-Judge: Evaluate Agents with Agents
Paper • 2410.10934 • Published • 18 -
LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models
Paper • 2410.09732 • Published • 54 -
Analyzing The Language of Visual Tokens
Paper • 2411.05001 • Published • 22 -
LiveXiv -- A Multi-Modal Live Benchmark Based on Arxiv Papers Content
Paper • 2410.10783 • Published • 26 -
Intriguing Properties of Large Language and Vision Models
Paper • 2410.04751 • Published • 16 -
Everything Everywhere All at Once: LLMs can In-Context Learn Multiple Tasks in Superposition
Paper • 2410.05603 • Published • 11 -
Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level
Paper • 2411.03562 • Published • 60 -
"Give Me BF16 or Give Me Death"? Accuracy-Performance Trade-Offs in LLM Quantization
Paper • 2411.02355 • Published • 46 -
Survey of Cultural Awareness in Language Models: Text and Beyond
Paper • 2411.00860 • Published • 23 -
Multi-expert Prompting Improves Reliability, Safety, and Usefulness of Large Language Models
Paper • 2411.00492 • Published • 6 -
Personalization of Large Language Models: A Survey
Paper • 2411.00027 • Published • 31 -
Survey of User Interface Design and Interaction Techniques in Generative AI Applications
Paper • 2410.22370 • Published • 11 -
Navigating the Unknown: A Chat-Based Collaborative Interface for Personalized Exploratory Tasks
Paper • 2410.24032 • Published • 9 -
ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference
Paper • 2410.21465 • Published • 11 -
Document Parsing Unveiled: Techniques, Challenges, and Prospects for Structured Information Extraction
Paper • 2410.21169 • Published • 30 -
Are LLMs Better than Reported? Detecting Label Errors and Mitigating Their Effect on Model Performance
Paper • 2410.18889 • Published • 15 -
Counting Ability of Large Language Models and Impact of Tokenization
Paper • 2410.19730 • Published • 10 -
Can Knowledge Editing Really Correct Hallucinations?
Paper • 2410.16251 • Published • 54 -
Looking Inward: Language Models Can Learn About Themselves by Introspection
Paper • 2410.13787 • Published • 6 -
JudgeBench: A Benchmark for Evaluating LLM-based Judges
Paper • 2410.12784 • Published • 42 -
WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines
Paper • 2410.12705 • Published • 29 -
A Comparative Study on Reasoning Patterns of OpenAI's o1 Model
Paper • 2410.13639 • Published • 16 -
Remember, Retrieve and Generate: Understanding Infinite Visual Concepts as Your Personalized Assistant
Paper • 2410.13360 • Published • 8 -
The Curse of Multi-Modalities: Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio
Paper • 2410.12787 • Published • 30 -
DocLayout-YOLO: Enhancing Document Layout Analysis through Diverse Synthetic Data and Global-to-Local Adaptive Perception
Paper • 2410.12628 • Published • 28 -
Needle Threading: Can LLMs Follow Threads through Near-Million-Scale Haystacks?
Paper • 2411.05000 • Published • 21 -
Cut Your Losses in Large-Vocabulary Language Models
Paper • 2411.09009 • Published • 42 -
BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices
Paper • 2411.10640 • Published • 44 -
Generative World Explorer
Paper • 2411.11844 • Published • 73 -
VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation
Paper • 2411.13281 • Published • 17 -
When Precision Meets Position: BFloat16 Breaks Down RoPE in Long-Context Training
Paper • 2411.13476 • Published • 14 -
Evaluating Tokenizer Performance of Large Language Models Across Official Indian Languages
Paper • 2411.12240 • Published • 6 -
SageAttention2 Technical Report: Accurate 4 Bit Attention for Plug-and-play Inference Acceleration
Paper • 2411.10958 • Published • 50 -
Personalized Multimodal Large Language Models: A Survey
Paper • 2412.02142 • Published • 12 -
Towards Universal Soccer Video Understanding
Paper • 2412.01820 • Published • 9 -
Truth or Mirage? Towards End-to-End Factuality Evaluation with LLM-OASIS
Paper • 2411.19655 • Published • 20 -
Training Large Language Models to Reason in a Continuous Latent Space
Paper • 2412.06769 • Published • 56 -
Evaluating Language Models as Synthetic Data Generators
Paper • 2412.03679 • Published • 43 -
Densing Law of LLMs
Paper • 2412.04315 • Published • 16 -
Granite Guardian
Paper • 2412.07724 • Published • 18