> ## Documentation Index > Fetch the complete documentation index at: https://docs.expectedparrot.com/llms.txt > Use this file to discover all available pages before exploring further. # Research with Expected Parrot > A selection of research papers using or citing Expected Parrot and EDSL. **Academic access** We support academic researchers, instructors, and students using Expected Parrot for research and teaching. Academic accounts include access to the platform and an initial allocation of usage credits for running studies. Sign up with your academic email to get started and contact us for support. **Publications** **[Economic Policy for AGI](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7470000)** \ [Julian Jacobs](https://www.juliandjacobs.com/), [Alex Imas](https://www.aleximas.com/) \ September 2026 **[Interpreting and Steering LLM Agents for Social Simulations](https://arxiv.org/abs/2609.16436)** \ Jiayue Gaveal Fan, [Arul Murugan](https://arulmurugan.me/) ([Scholar](https://scholar.google.com/citations?user=7rHwscYAAAAJ)), [Shreyas Krishnan](https://sk160902.github.io/Shreyas_Krishnan/), [Abhishek Nagaraj](https://www.abhishekn.com/) ([Scholar](https://scholar.google.com/citations?user=BU4EilMAAAAJ)) \ September 2026 **[CentaurBench: Benchmarking LLM Capabilities on Augmenting vs. Automating Real-World Work Tasks](https://www.nber.org/papers/w35663)** \ [Pattaraphon Kenny Wongchamcharoen](https://kennywong524.github.io/) ([Scholar](https://scholar.google.com/citations?user=TCONkswAAAAJ)), [Kris Gulati](https://sites.google.com/view/kris-gulati/home), Min Min Fong, [Abhishek Nagaraj](https://www.abhishekn.com/) ([Scholar](https://scholar.google.com/citations?user=BU4EilMAAAAJ)) \ August 2026 **[Graph-Based Alternatives to LLMs for Human Simulation](https://aclanthology.org/2026.acl-long.2157/)** \ [Joseph Suh](https://josephsuh.org/) ([Scholar](https://scholar.google.com/citations?user=2ILhE0MAAAAJ)), [Suhong Moon](https://suhongmoon.github.io/) ([Scholar](https://scholar.google.com/citations?user=k4TJRc0AAAAJ)), [Serina Chang](https://serinachang5.github.io/) ([Scholar](https://scholar.google.com/citations?user=ADxG8S4AAAAJ)) \ July 2026 **[Simulating strategic interactions with AI agents](https://doi.org/10.1002/smj.70112)** \ [Matteo Tranchero](https://www.matteotranchero.com/), Cecil-Francis Brenninkmeijer, [Arul Murugan](https://arulmurugan.me/) ([Scholar](https://scholar.google.com/citations?user=7rHwscYAAAAJ)), [Abhishek Nagaraj](https://www.abhishekn.com/) ([Scholar](https://scholar.google.com/citations?user=BU4EilMAAAAJ)) \ July 2026 **[Synthetic Audiences as Proxies for Human Users: A Systematic Literature Review](https://doi.org/10.1109/ACCESS.2026.3703706)** \ [Theodoros Lappas](https://tedlappas.com/) ([Scholar](https://scholar.google.com/citations?user=2KCcLFYAAAAJ)), [Apostolos Filippas](https://www.apostolos-filippas.com/) ([Scholar](https://scholar.google.com/citations?user=0BebkaYAAAAJ)) \ June 2026 **[Demystifying the Attribution Ambiguity: A Computational Framework of Agency in Human-GenAI Innovation](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6763583)** \ Rawan Qadri, Inbal Yahav, [Moran Lazar](https://www.moranlazar.com/), [Hila Lifshitz-Assaf](https://hilalifshitz.com/) \ May 2026 **[Marginal Ideas](https://amirsariri.com/assets/documents/sv/marginalideas.pdf)** \ [John Horton](https://john-joseph-horton.com/) ([Scholar](https://scholar.google.com/citations?user=L_O2kH0AAAAJ)), [Amir Sariri](https://amirsariri.com/) \ May 2026 **[ValidAgent – An Open Repository of Validated Generative Agents for Behavioral Simulations and Multi-Agent Systems](https://emas-workshop.github.io/2026/papers/025_ValidAgent_An_Open_Repository_of_Validated_Generative_Agents.pdf)** \ Leon Lührs, Christian Stindt von Dohm, Anika Bittner, [Timo Heinrich](https://scholar.google.com/citations?user=piongfMAAAAJ), Matthias Meyer \ May 2026 **[LLM-Agent Interactions on Markets with Information Asymmetries](https://arxiv.org/abs/2603.08853)** \ Alexander Erlei, [Lukas Meub](https://scholar.google.com/citations?user=6Gv77qoAAAAJ) \ March 2026 **[Strategic Tradeoffs Between Humans and AI in Multi-Agent Bargaining](https://doi.org/10.1145/3742413.3789078)** \ [Crystal Qian](https://cjqian.github.io/) ([Scholar](https://scholar.google.com/citations?user=8_sq3IgAAAAJ)), [Kehang Zhu](https://kehang-zhu.github.io/) ([Scholar](https://scholar.google.com/citations?user=Q7gA1vAAAAAJ)), [John Horton](https://john-joseph-horton.com/) ([Scholar](https://scholar.google.com/citations?user=L_O2kH0AAAAJ)), [Benjamin S. Manning](https://www.benjaminmanning.com/) ([Scholar](https://scholar.google.com/citations?user=teSF3_AAAAAJ)), [Vivian Tsai](https://viviantsai.com/) ([Scholar](https://scholar.google.com/citations?user=DsEfSZcAAAAJ)), James Wexler, Nithum Thain \ March 2026 **[Chaining Tasks, Redefining Work: A Theory of AI Automation](https://www.nber.org/papers/w34859)** \ [Mert Demirer](https://www.mertdemirer.com/) ([Scholar](https://scholar.google.com/citations?user=sh0k7woAAAAJ)), [John J. Horton](https://john-joseph-horton.com/) ([Scholar](https://scholar.google.com/citations?user=L_O2kH0AAAAJ)), [Nicole Immorlica](https://immorlica.com/), [Brendan Lucier](https://scholar.google.com/citations?user=r44N6h8AAAAJ), [Peyman Shahidi](https://peymanshahidi.github.io/) ([Scholar](https://scholar.google.com/citations?user=AjAI4xoAAAAJ)) \ February 2026 **[The Value of Organizational Learning Technologies](https://www.frbsf.org/wp-content/uploads/3.-Beraja.pdf)** \ [Martin Beraja](https://www.martinberaja.com/) ([Scholar](https://scholar.google.com/citations?user=hpm030sAAAAJ)), [Eduard Talamàs](https://www.eduardtalamas.com/) ([Scholar](https://scholar.google.com/citations?user=swoJiIcAAAAJ)) \ February 2026 **[Large Language Models as Simulated Economic Agents: What Can We Learn from Homo Silicus?](https://arxiv.org/abs/2301.07543v2)** \ [John J. Horton](https://john-joseph-horton.com/) ([Scholar](https://scholar.google.com/citations?user=L_O2kH0AAAAJ)), [Apostolos Filippas](https://www.apostolos-filippas.com/) ([Scholar](https://scholar.google.com/citations?user=0BebkaYAAAAJ)), [Benjamin S. Manning](https://www.benjaminmanning.com/) ([Scholar](https://scholar.google.com/citations?user=teSF3_AAAAAJ)) \ February 2026 **[Generating Inflation Expectations with Large Language Models](https://doi.org/10.1016/j.jmoneco.2025.103859)** \ [Ali Zarifhonarvar](https://alizarif.github.io/) ([Scholar](https://scholar.google.com/citations?user=PGgdRAUAAAAJ)) \ January 2026 **[Fairness principles across contexts: evaluating gender disparities of facts and opinions in large language models](https://doi.org/10.1007/s43681-025-00876-5)** \ [Sofie Goethals](https://sofiegoethals.com/) ([Scholar](https://scholar.google.com/citations?user=3yM14pcAAAAJ)), [Lauren Rhue](https://www.laurenrhue.com/), [Arun Sundararajan](https://pages.stern.nyu.edu/~asundara/) \ 2026 **[Differences in the Moral Foundations of Large Language Models](https://arxiv.org/abs/2511.11790)** \ [Peter Kirgis](https://peterkirgis.github.io/) \ November 2025 **[Two-Faced Social Agents: Context Collapse in Role-Conditioned Large Language Models](https://arxiv.org/abs/2511.15573)** \ [Vikram K Suresh](https://www.vikramsuresh.com/) \ November 2025 **[The Potential of Synthetic Twin Agents for Personalized Behavioural Interventions at Scale](https://osf.io/preprints/psyarxiv/vs2mk_v3)** \ Julian Ustiyanovych, Dario Krpan \ September 2025 **[From Digital Distrust to Codified Honesty: Experimental Evidence on Generative AI in Credence Goods Markets](https://arxiv.org/abs/2509.06069)** \ Alexander Erlei \ September 2025 **[General Social Agents](https://arxiv.org/abs/2508.17407)** \ [Benjamin S. Manning](https://www.benjaminmanning.com/) ([Scholar](https://scholar.google.com/citations?user=teSF3_AAAAAJ)), [John J. Horton](https://john-joseph-horton.com/) ([Scholar](https://scholar.google.com/citations?user=L_O2kH0AAAAJ)) \ August 2025 **[LLM Bidders Preserve the Mechanism-Level Orderings of Human Bidders](https://arxiv.org/abs/2507.09083)** \ [Anand Shah](https://avshah1.github.io/), [Kehang Zhu](https://kehang-zhu.github.io/) ([Scholar](https://scholar.google.com/citations?user=Q7gA1vAAAAAJ)), [Yanchen Jiang](https://yanchenjiang.github.io/), [Jeffrey G. Wang](https://jeffreygwang.com/research/) ([Scholar](https://scholar.google.com/citations?user=gF8ZG3cAAAAJ)), [Arif K. Dayi](https://keremdayi.com/) ([Scholar](https://scholar.google.com/citations?user=HfiPj7oAAAAJ)), [John J. Horton](https://john-joseph-horton.com/) ([Scholar](https://scholar.google.com/citations?user=L_O2kH0AAAAJ)), [David C. Parkes](https://parkes.seas.harvard.edu/) \ July 2025 **[The next generation of experimental research with LLMs](https://www.nature.com/articles/s41562-025-02137-1)** \ Gary Charness, [Brian Jabarian](https://brianjabarian.org/) ([Scholar](https://scholar.google.com/citations?user=kh2enZIAAAAJ)), [John A. List](https://voices.uchicago.edu/jlist/) \ March 2025 **[Linear Representations of Political Perspective Emerge in Large Language Models](https://arxiv.org/pdf/2503.02080v1)** \ [Junsol Kim](https://junsol.kim/) ([Scholar](https://scholar.google.com/citations?user=O__9HOwAAAAJ)), [James Evans](https://scholar.google.com/citations?user=kV4N4zoAAAAJ), [Aaron Schein](https://aaronschein.com/) ([Scholar](https://scholar.google.com/citations?user=CaHuRsgAAAAJ)) \ March 2025 **[Social Science Production with LLMs](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5133210)** \ Eric Vansteenberghe \ February 2025 **[Simulating the Survey of Professional Forecasters](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5066286)** \ [Anne Artrip](https://anneartrip.com/) ([Scholar](https://scholar.google.com/citations?user=s7TTl6EAAAAJ)), [John J. Horton](https://john-joseph-horton.com/) ([Scholar](https://scholar.google.com/citations?user=L_O2kH0AAAAJ)), [Sophia Kazinnik](https://www.sophiakazinnik.com/), [Daniela Puzzello](https://sites.google.com/view/daniela-puzzello/home), [Ali Zarifhonarvar](https://alizarif.github.io/) ([Scholar](https://scholar.google.com/citations?user=PGgdRAUAAAAJ)) \ February 2025 **[Repo2Run: Automated Building Executable Environment for Code Repository at Scale](https://proceedings.neurips.cc/paper_files/paper/2025/hash/2f2b1d6bbd50865eca40e2774a057eef-Abstract-Conference.html)** \ [Ruida Hu](https://kinesiatricssxilm14.github.io/) ([Scholar](https://scholar.google.com/citations?user=DQtBFXsAAAAJ)), [Chao Peng](https://chao-peng.github.io/) ([Scholar](https://scholar.google.com/citations?user=HoVGmNMAAAAJ)), [Xinchen Wang](https://eshe0922.github.io/) ([Scholar](https://scholar.google.com/citations?user=QG5jMcYAAAAJ)), [Junjielong Xu](https://siyuexi.github.io/) ([Scholar](https://scholar.google.com/citations?user=e-zP90wAAAAJ)), [Cuiyun Gao](https://cuiyungao.github.io/) ([Scholar](https://scholar.google.com/citations?user=9I2hTmQAAAAJ)) \ 2025 **[Generative AI for Economic Research: LLMs Learn to Collaborate and Reason](https://www.nber.org/papers/w33198)** \ [Anton Korinek](https://www.korinek.com/Home) ([Scholar](https://scholar.google.com/citations?user=zcleqRcAAAAJ)) \ November 2024 **[ChatGPT vs Social Surveys: Probing the Objective and Subjective Human Society](https://arxiv.org/abs/2409.02601v1)** \ Muzhi Zhou, Lu Yu, Xiaomin Geng, Lan Luo \ September 2024 **[Automated Social Science: Language Models as Scientist and Subjects](https://arxiv.org/abs/2404.11794)** \ [Benjamin S. Manning](https://www.benjaminmanning.com/) ([Scholar](https://scholar.google.com/citations?user=teSF3_AAAAAJ)), [Kehang Zhu](https://kehang-zhu.github.io/) ([Scholar](https://scholar.google.com/citations?user=Q7gA1vAAAAAJ)), [John J. Horton](https://john-joseph-horton.com/) ([Scholar](https://scholar.google.com/citations?user=L_O2kH0AAAAJ)) \ April 2024 **[UnexpectedParrots: Iterating Behavioral Experiment Design with In-Silico Simulations](https://sanchaitahazra.com/papers/Hazra_simulations_Ai2.pdf)** \ [Sanchaita Hazra](https://sanchaitahazra.com/) ([Scholar](https://scholar.google.com/citations?user=jdK24_YAAAAJ)), [Bodhisattwa Prasad Majumder](https://www.majumderb.com/) ([Scholar](https://scholar.google.com/citations?user=cEM1a5gAAAAJ)), [Pao Siangliulue](https://paoponder.com/) ([Scholar](https://scholar.google.com/citations?user=_ojsG2QAAAAJ)), [Peter Clark](https://pclark425.github.io/), [Amy X. Zhang](https://homes.cs.washington.edu/~axz/index.html) ([Scholar](https://scholar.google.com/citations?user=thZJZaYAAAAJ)), [Joseph Chang](https://josephcc.com/) ([Scholar](https://scholar.google.com/citations?user=MY2W9d4AAAAJ)) **[A Retrieval Augmentation Approach for Aligning to Pluralistic Values](https://openreview.net/pdf?id=mX0QrIco2B)** This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.