Paper Citation Record · LEDGER

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 17 inbound Pith citation observations for arXiv:2506.20803.

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

pith.paper-citation-record.v1
2506.20803 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:46:33.156020Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:15:14.211946Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

31 of 31 outbound references displayed

verified exact2
verified fuzzy7
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

5
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 00703af7-326d-4ffc-b93c-00dacbf50e1b · outbound

This paper cites ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:46:35.190941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 67fd02ed-a4bf-4d53-a634-a0ad047660a0 · outbound

This paper cites AegisLLM: Scaling Agentic Systems for Self-Reflective Defense in LLM Security.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas AegisLLM: Scaling Agentic Systems for Self-Reflective Defense in LLM Security

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.294610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 228813cc-0da4-46f0-8bf2-3bd2f3fc728d · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:46:34.988182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98378095-ac1b-4c4f-88a7-0c3de786aa44 · outbound

This paper cites MKA: Leveraging Cross-Lingual Consensus for Model Abstention.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas MKA: Leveraging Cross-Lingual Consensus for Model Abstention

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.302278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb204c3a-d88b-4077-b0e3-58a2dde035fe · outbound

This paper cites GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:46:34.736239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bc61364e-4920-4792-b090-a888717aff0b · outbound

This paper cites Robin: A multi-agent system for automating scientific discovery.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Robin: A multi-agent system for automating scientific discovery

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.311908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc741bfc-a45e-4124-8c5e-3b35c936be64 · outbound

This paper cites Towards an AI co-scientist.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Towards an AI co-scientist

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.324482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7302cbb-5dcf-4c0a-81b8-1cfc06a113be · outbound

This paper cites Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.340092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b555cb75-8a55-487b-8429-0ff88055c6cd · outbound

This paper cites ResearchCodeBench: Benchmarking LLMs on Implementing Novel Machine Learning Research Code.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas ResearchCodeBench: Benchmarking LLMs on Implementing Novel Machine Learning Research Code

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.360665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aec80428-b394-42a8-8609-6c56c78011e8 · outbound

This paper cites Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:46:34.474816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2ab0eccf-1846-4796-83ff-da46695cc234 · outbound

This paper cites ML-Agent: Reinforcing LLM Agents for Autonomous Machine Learning Engineering.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas ML-Agent: Reinforcing LLM Agents for Autonomous Machine Learning Engineering

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.398654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80e5480a-d942-4a84-b4da-0e154b53ff9c · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.410987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 096d9ea9-c184-4cc3-9609-1cf21468d86a · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.430763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4922400d-bfb2-4c28-a819-628dc7d78ad4 · outbound

This paper cites Sparks of Science: Hypothesis Generation Using Structured Paper Data.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Sparks of Science: Hypothesis Generation Using Structured Paper Data

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.449311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30c85b91-49e7-4937-a634-b0b933e1094b · outbound

This paper cites PolyPrompt: Automating Knowledge Extraction from Multilingual Language Models with Dynamic Prompt Generation.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas PolyPrompt: Automating Knowledge Extraction from Multilingual Language Models with Dynamic Prompt Generation

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:46:33.488984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1c778db2-2db4-4144-9714-876a10428770 · outbound

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

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Agent Laboratory: Using LLM Agents as Research Assistants

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.469365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db1c6437-2bef-476a-9b20-a1e4b10dce65 · outbound

This paper cites Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.481284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1304bac4-e3b0-4c61-b74d-e54f6d1e89de · outbound

This paper cites Do grant proposal texts matter for funding decisions? a field experiment.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Do grant proposal texts matter for funding decisions? a field experiment

Reference 18

Resolution: verified exact; doi, observed 2026-08-06T22:46:33.291371Z

Source-reported events for the cited work

correction dated 2025-07-31. Source: crossref record 10.1007/s11192-025-05378-z->10.1007/s11192-024-04968-7:correction, observed 2026-07-11T03:07:12.810595+00:00. This notice travels one citation hop only.

Observation 4fa9087a-1413-4dc8-bd64-04df1a96429b · outbound

This paper cites PaperBench: Evaluating AI's Ability to Replicate AI Research.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas PaperBench: Evaluating AI's Ability to Replicate AI Research

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.508384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c4f7d9d-15af-4f9b-aeb7-f1d761c34805 · outbound

This paper cites Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:46:34.210417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cf35c5c4-4142-4fc9-904d-8697248ce283 · outbound

This paper cites SciMON: Scientific Inspiration Machines Optimized for Novelty.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas SciMON: Scientific Inspiration Machines Optimized for Novelty

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:46:34.075925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3a74ba77-5c9c-446e-a6d5-bc8516f37112 · outbound

This paper cites SciPIP: An LLM-based Scientific Paper Idea Proposer.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas SciPIP: An LLM-based Scientific Paper Idea Proposer

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.550114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75729d29-f9d4-45d6-9258-680d865673ea · outbound

This paper cites Predicting Empirical AI Research Outcomes with Language Models.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Predicting Empirical AI Research Outcomes with Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.625500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07005814-025f-417a-b89c-e587dbdbdbfe · outbound

This paper cites CycleResearcher: Improving Automated Research via Automated Review.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas CycleResearcher: Improving Automated Research via Automated Review

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:46:33.948261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d6c149a9-9e06-4ed2-9645-1f0d172889d3 · outbound

This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.774937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee2ec944-7953-4fb2-b559-fa5dda004153 · outbound

This paper cites an unresolved cited work.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:46:33.843638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 41a2dcef-2df7-4852-90cf-5c5f2302e465 · outbound

This paper cites Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.924554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 752cd971-5ef7-4051-a633-16f5c3105158 · outbound

This paper cites DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:32.974824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46068ff3-3751-4f20-a76c-059dd8f25427 · outbound

This paper cites @esa (Ref.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas @esa (Ref

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:33.041988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd9b7540-cd1b-4e3a-8dc7-a405e752411a · outbound

This paper cites an unresolved cited work.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T22:46:33.113858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ba246fc-1f3e-46e9-b782-0e3ef5bc0616 · outbound

This paper cites an unresolved cited work.

The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:46:33.702397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 0ed6a4f8-d435-46e3-a8f4-50c19c7b8ac4 · inbound

AI Can Learn Scientific Taste cites this paper.

AI Can Learn Scientific Taste The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T18:14:49.432140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9949dd71-25f5-4968-b5d1-670f981561cc · inbound

GIANTS: Generative Insight Anticipation from Scientific Literature cites this paper.

GIANTS: Generative Insight Anticipation from Scientific Literature The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T07:41:00.552303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 044efe7b-72d8-4864-9ad5-53c35b3dc21a · inbound

From Planning to Revision: How AI Writing Support at Different Stages Alters Ownership cites this paper.

From Planning to Revision: How AI Writing Support at Different Stages Alters Ownership The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-10T16:15:33.902253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 570744b8-3df6-4651-b28f-afd51983726e · inbound

LLMs Generate Kitsch cites this paper.

LLMs Generate Kitsch The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T22:28:21.223860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ddc097c4-4d02-45e6-8dbe-57570441d222 · inbound

Intern-Atlas: A Methodological Evolution Graph as Research Infrastructure for AI Scientists cites this paper.

Intern-Atlas: A Methodological Evolution Graph as Research Infrastructure for AI Scientists The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T10:16:28.550299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e7633602-7dc8-445d-8878-b630e77f9868 · inbound

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs cites this paper.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 74

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:56:10.169967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 50e7016b-2e05-4c35-85be-1fc8291b34a6 · inbound

Assessing the Creativity of Large Language Models: Testing, Limits, and New Frontiers cites this paper.

Assessing the Creativity of Large Language Models: Testing, Limits, and New Frontiers The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-14T19:12:50.807123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4af4b0c6-37a8-4a13-92ba-9b6ddd322ea7 · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 185

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:33:12.535856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b026461f-8a43-4a19-8ea0-a840c966dae9 · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 184

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:46.164762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57cc7d64-b31e-4b0e-ac57-b0cfc488eb74 · inbound

Teaching Language Models to Forecast Research Success Through Comparative Idea Evaluation cites this paper.

Teaching Language Models to Forecast Research Success Through Comparative Idea Evaluation The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-22T01:50:54.720402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6f270a66-6110-40d3-b08c-2ded9fd70e3f · inbound

SoundnessBench: Can Your AI Scientist Really Tell Good Research Ideas from Bad Ones? cites this paper.

SoundnessBench: Can Your AI Scientist Really Tell Good Research Ideas from Bad Ones? The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T08:23:15.803581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4affd43c-bcbd-46a2-bca8-4da7f884a6df · inbound

Can AI Agents Synthesize Scientific Conclusions? cites this paper.

Can AI Agents Synthesize Scientific Conclusions? The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 108

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T05:47:41.449102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1e1ab769-01bd-43e5-8bd0-903555bdda78 · inbound

Measuring the Gap Between Human and LLM Research Ideas cites this paper.

Measuring the Gap Between Human and LLM Research Ideas The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:26:56.091188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1aa1b5ea-6b5f-4e98-ad7c-3f15b4a5674e · inbound

ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes cites this paper.

ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-11T19:11:37.739920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bce017b7-dd87-48ca-bb02-a5878b6ccb61 · inbound

Budgeted Subset Refinement for Execution-Aware LLM Research Ideation cites this paper.

Budgeted Subset Refinement for Execution-Aware LLM Research Ideation The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T14:33:45.588264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a671460-725d-485a-9989-34d35d766423 · inbound

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation cites this paper.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-04T23:25:09.648518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed1ad1a1-61ef-4dfd-b8ff-2c1325abd7d6 · inbound

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation cites this paper.

Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:14.211946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.