majority voting

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory ACL 2025 Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities? ACL 2025 RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models CoRL 2025 Scalability of Bayesian Network Structure Elicitation with Large Language Models: a Novel Methodology and Comparative Analysis COLING 2025 Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency EMNLP 2025 Voting or Consensus? Decision-Making in Multi-Agent Debate ACL 2025 Are More LLM Calls All You Need? Towards the Scaling Properties of Compound AI Systems NeurIPS 2024 BatchPrompt: Accomplish more with less ICLR 2024 DDPrompt: Differential Diversity Prompting in Large Language Models ACL 2024 Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization ICLR 2024 Enhancing Large Language Models in Coding Through Multi-Perspective Self-Consistency ACL 2024 Forward-Backward Reasoning in Large Language Models for Mathematical Verification ACL 2024 How many classifiers do we need? NeurIPS 2024 In-Context Learning with Iterative Demonstration Selection EMNLP 2024 Mirror-Consistency: Harnessing Inconsistency in Majority Voting EMNLP 2024 Multi-News+: Cost-efficient Dataset Cleansing via LLM-based Data Annotation EMNLP 2024 Soft Self-Consistency Improves Language Models Agents ACL 2024 Transformers@LT-EDI-EACL2024: Caste and Migration Hate Speech Detection in Tamil Using Ensembling on Transformers EACL 2024 Andronicus of Rhodes at SemEval-2023 Task 4: Transformer-Based Human Value Detection Using Four Different Neural Network Architectures SemEval 2023 Complexity-Based Prompting for Multi-step Reasoning ICLR 2023 Frank at NADI 2023 Shared Task: Trio-Based Ensemble Approach for Arabic Dialect Identification EMNLP 2023 Outsourcing Adjudication to Strategic Jurors IJCAI 2023 AsyncFL: Asynchronous Federated Learning Using Majority Voting with Quantized Model Updates (Student Abstract) AAAI 2022 Better Collective Decisions via Uncertainty Reduction IJCAI 2022 DS4DH at SemEval-2022 Task 11: Multilingual Named Entity Recognition Using an Ensemble of Transformer-based Language Models SemEval 2022