Designing LLM Chains by Adapting Techniques from Crowdsourcing Workflows

Designing LLM Chains by Adapting Techniques from Crowdsourcing Workflows

18 December 2023

Madeleine Grunde-McLaughlin

Michelle S. Lam

Papers citing "Designing LLM Chains by Adapting Techniques from Crowdsourcing Workflows"

10 / 10 papers shown

Title
Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition Gaole He Patrick Hemmer Michael Vossing Max Schemmer U. Gadiraju 45 0 0 19 Jan 2025
LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs Tongshuang Wu Haiyi Zhu Maya Albayrak Alexis Axon Amanda Bertsch ... Ying-Jui Tseng Patricia Vaidos Zhijin Wu Wei Wu Chenyang Yang 88 31 0 10 Jan 2025
Cocoa: Co-Planning and Co-Execution with AI Agents K. J. Kevin Feng Kevin Pu Matt Latzke Tal August Pao Siangliulue Jonathan Bragg Daniel S. Weld Amy X. Zhang Joseph Chee Chang LM&Ro LLMAG 97 4 0 14 Dec 2024
Exploring Empty Spaces: Human-in-the-Loop Data Augmentation Catherine Yeh Donghao Ren Yannick Assogba Dominik Moritz Fred Hohman 38 0 0 01 Oct 2024
Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use Imad Eddine Toubal Aditya Avinash N. Alldrin Jan Dlabal Wenlei Zhou ... Chun-Ta Lu Howard Zhou Ranjay Krishna Ariel Fuxman Tom Duerig VLM 75 7 0 05 Mar 2024
A Roadmap to Pluralistic Alignment Taylor Sorensen Jared Moore Jillian R. Fisher Mitchell L. Gordon Niloofar Mireshghallah ... Liwei Jiang Ximing Lu Nouha Dziri Tim Althoff Yejin Choi 65 80 0 07 Feb 2024
Model Sketching: Centering Concepts in Early-Stage Machine Learning Model Design Michelle S. Lam Zixian Ma Anne Li Izequiel Freitas Dakuo Wang James A. Landay Michael S. Bernstein 164 22 0 06 Mar 2023
Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models Victor S. Bursztyn David Demeter Doug Downey Larry Birnbaum ReLM LRM 45 8 0 23 Oct 2022
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model Jacob Eisenstein D. Andor Bernd Bohnet Michael Collins David M. Mimno LRM 191 24 0 05 Oct 2022
Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionals Piotr Wojciech Mirowski Kory W. Mathewson Jaylen Pittman Richard Evans HAI 64 2 0 29 Sep 2022