Paper Citation Record · LEDGER

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition

As of 9 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2601.04920.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2601.04920 v2

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T11:51:58.221106Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact0
verified fuzzy0
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c86fc24d-00af-47ec-a93d-119d875759ae · outbound

This paper cites (2025) ELOPE Challenge — Kelvins.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition (2025) ELOPE Challenge — Kelvins

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.160238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 886c9d15-b8ba-4f12-bb9f-d3f48df16078 · outbound

This paper cites LLM-Assisted Content Analysis: Using Large Language Models to Support Deductive Coding.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition LLM-Assisted Content Analysis: Using Large Language Models to Support Deductive Coding

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.163511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cdc995b-ada6-4630-83d1-79c606b00a9a · outbound

This paper cites Using an LLM to Help With Code Understanding,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Using an LLM to Help With Code Understanding,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.166385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e65b7316-6958-4a82-92a7-0a8fd91144d3 · outbound

This paper cites Benchmarking LLM for Code Smells Detection: OpenAI GPT-4.0 vs DeepSeek- V3,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Benchmarking LLM for Code Smells Detection: OpenAI GPT-4.0 vs DeepSeek- V3,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.168926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8e7b69c-6ec0-4a7a-a938-d398beed336b · outbound

This paper cites How Novices Use LLM- Based Code Generators to Solve CS1 Coding Tasks in a Self-Paced Learning Environment,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition How Novices Use LLM- Based Code Generators to Solve CS1 Coding Tasks in a Self-Paced Learning Environment,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.171412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c54de56f-51d2-4653-8ec0-9a53b3210917 · outbound

This paper cites “I Would Have Written My Code Differently.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition “I Would Have Written My Code Differently

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.174090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14d2e25f-475b-4faf-8638-c3da831cd489 · outbound

This paper cites SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.176857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dec7bb1-3353-411e-b2fa-23a16c606bc3 · outbound

This paper cites Analysis of Student-LLM Interaction in a Software Engineering Project,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Analysis of Student-LLM Interaction in a Software Engineering Project,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.179477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f730e54-5efe-48ec-873c-c64393d0b350 · outbound

This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.181884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eb8a242-5ee8-4e09-a974-78f70913fd93 · outbound

This paper cites A glimpse in ChatGPT ca- pabilities and its impact for AI research,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition A glimpse in ChatGPT ca- pabilities and its impact for AI research,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.184407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c75ed4c9-50b1-42bf-b6ae-4a935106ad27 · outbound

This paper cites Towards Scientific Intelligence: A Sur- vey of LLM-based Scientific Agents,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Towards Scientific Intelligence: A Sur- vey of LLM-based Scientific Agents,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.186814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c869e524-9983-4a61-befe-aa7f010d0d87 · outbound

This paper cites Agent Laboratory: Using LLM Agents as Research Assistants.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Agent Laboratory: Using LLM Agents as Research Assistants

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.189099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b888788-953e-401d-a121-698ee2dd8715 · outbound

This paper cites Autonomous llm-driven research—from data to human-verifiable research papers,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Autonomous llm-driven research—from data to human-verifiable research papers,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.191685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c2907d3-932a-41a3-a53f-ac06c23a7822 · outbound

This paper cites LLMs for science: Usage for code generation and data analysis,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition LLMs for science: Usage for code generation and data analysis,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.194309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b65f2ec-f952-41e4-9e7f-36eef74c90e6 · outbound

This paper cites LLMs as Research Tools: A Large Scale Survey of Researchers' Usage and Perceptions.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition LLMs as Research Tools: A Large Scale Survey of Researchers' Usage and Perceptions

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.196719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c384be7-ce28-4587-887e-06a2388f40f4 · outbound

This paper cites LLM4SR: A Survey on Large Language Models for Scientific Research.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition LLM4SR: A Survey on Large Language Models for Scientific Research

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.199365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05bc5cf3-467c-4f48-8884-5fd9565c3942 · outbound

This paper cites ChatGPT: five priorities for research,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition ChatGPT: five priorities for research,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.202008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e67106f-083e-4f54-aca1-df1e831dfbbe · outbound

This paper cites AI- Assisted Drug Re-Purposing for Human Liver Fibrosis,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition AI- Assisted Drug Re-Purposing for Human Liver Fibrosis,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.204384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c453b5a-bee1-4695-85d0-58b9e6f41601 · outbound

This paper cites AI mirrors experimental science to uncover a mechanism of gene transfer crucial to bacterial evolution,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition AI mirrors experimental science to uncover a mechanism of gene transfer crucial to bacterial evolution,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.206942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4175f0dd-12cc-4cb3-954c-76dc60d41e14 · outbound

This paper cites Event- Based Vision: A Survey,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Event- Based Vision: A Survey,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.209210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89508804-eeb2-4710-b7d8-0ef307e9ce74 · outbound

This paper cites Git – Fast Version Control System,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Git – Fast Version Control System,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.211570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aba8dc68-1bf9-4a29-924f-d922442d53eb · outbound

This paper cites Hartley and A.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Hartley and A

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.214013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12a489a3-cd68-4f24-84bb-afedc488ff96 · outbound

This paper cites Parametric Image Alignment Using Enhanced Correlation Coefficient Max- imization,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Parametric Image Alignment Using Enhanced Correlation Coefficient Max- imization,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.216344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 296c58d9-3c65-4830-aad0-084a3f9824fe · outbound

This paper cites The OpenCV Library,.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition The OpenCV Library,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.218783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d8af657-d0dd-43e6-b930-1db910991a7c · outbound

This paper cites Verbosity Bias in Preference Labeling by Large Language Models.

Conversational AI for Rapid Scientific Prototyping: A Case Study on ESA's ELOPE Competition Verbosity Bias in Preference Labeling by Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T11:51:58.221106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.