Multi-LLM Collaborative Search for Complex Problem Solving

Trading off diversity and quality in natural language generation

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Bandit based monte-carlo planning

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The curious case of neural text degeneration

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Training verifiers to solve math word problems, 2021

Original

Cobbe, K., Kosaraju, V., Bavarian, M., Chen, M., Jun, H., Kaiser, L., Plappert, M., Tworek, J., Hilton, J., Nakano, R., Hesse, C., and Schulman, J · 2021

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Did aristotle use a laptop? a question answering benchmark with implicit reasoning strategies

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Measuring mathematical problem solving with the math dataset

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Are NLP models really able to solve simple math word problems?

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Chateval: Towards better llm-based evaluators through multi-agent debate, 2023

Original

Chan, C.-M., Chen, W., Su, Y., Yu, J., Xue, W., Zhang, S., Fu, J., and Liu, Z · 2023

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Program of thoughts prompting: Disentangling computation from reasoning for numerical reasoning tasks

Chen, W., Ma, X., Wang, X., and Cohen, W. W · 2023

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Improving factuality and reasoning in language models through multiagent debate, 2023

Original

Du, Y., Li, S., Torralba, A., Tenenbaum, J. B., and Mordatch, I · 2023

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The vendi score: A diversity evaluation metric for machine learning

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Pal: program-aided language models

Gao, L., Madaan, A., Zhou, S., Alon, U., Liu, P., Yang, Y., Callan, J., and Neubig, G · 2023

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Reasoning with language model is planning with world model

Hao, S., Gu, Y., Ma, H., Hong, J., Wang, Z., Wang, D., and Hu, Z · 2023

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LEGO: A multi-agent collaborative framework with role-playing and iterative feedback for causality explanation generation

He, Z., Cao, P., Chen, Y., Liu, K., Li, R., Sun, M., and Zhao, J · 2023

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LLM-blender: Ensembling large language models with pairwise ranking and generative fusion

Jiang, D., Ren, X., and Lin, B. Y · 2023

Cited alongside, same era.

Let’s verify step by step

Original

Lightman, H., Kosaraju, V., Burda, Y., Edwards, H., Baker, B., Lee, T., Leike, J., Schulman, J., Sutskever, I., and Cobbe, K · 2023

Cited alongside, same era.

Chatglm: A family of large language models from glm-130b to glm-4 all tools, 2024

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The llama 3 herd of models, 2024

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