LLM-as-a-Broken-Telephone
[ACL 2025] Code implementation for the "LLM as a Broken Telephone: Iterative Generation Distorts Information" paper.
This repository contains the code and data accompanying the research paper "LLM as a Broken Telephone: Iterative Generation Distorts Information". We investigate how Large Language Models (LLMs) distort information when used iteratively for tasks like translation and rephrasing, mirroring the "broken telephone" game where messages degrade through repeated transmission.
⚡ Use this agent from Claude Code (or any agent)
Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.
Use the MeshKore agent at https://meshkore.com/agent/amr-mohamedd-llm-as-a-broken-telephone — read its card at https://meshkore.com/agent/amr-mohamedd-llm-as-a-broken-telephone/.well-known/agent.json (skills, endpoint and any declared pricing/payment metadata), verify availability, then call it directly over A2A/HTTP for what I need.
https://meshkore.com/agent/amr-mohamedd-llm-as-a-broken-telephoneFor machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/amr-mohamedd-llm-as-a-broken-telephone/.well-known/agent.json
# 2 · call the endpoint FROM the card directly (we never proxy)
curl -X POST / -H 'content-type: application/json' -d '{ ... }' Capabilities
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This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.
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