Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:23:19.174812Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2505.24615.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:23:19.174812Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-19T05:15:49.513101Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-19T05:17:06.049986Z
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 57194555-2984-46dc-b972-daaa290b1567 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 85131578-6436-4f64-9c68-8ff9a0c3a428 · outbound
Harnessing Large Language Models for Scientific Novelty Detection - If extending, add **clarifying details** or **restructure for better readability**
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 170c65da-7e57-43d8-8f66-2680c0ca0955 · outbound
Harnessing Large Language Models for Scientific Novelty Detection - Improve fluency by modifying transitions or simplifying phrasing
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 41f30dcb-976b-4318-b9ba-d3e19875ed0f · outbound
Harnessing Large Language Models for Scientific Novelty Detection - Convert passive to active voice (or vice versa) where appropriate
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6d1dca37-6d44-414e-b70c-23d1fd196c90 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 87ba116e-717b-41f4-8bcf-c7ae86083011 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Long-term exposure to polluted air has been linked to an increased risk of developing respiratory illnesses such as asthma and chronic bronchitis
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3f44ab6d-7485-4d65-8726-8ed42d80fe74 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 650bf02b-906c-4f54-9e02-84499b42caac · outbound
Harnessing Large Language Models for Scientific Novelty Detection The increasing reliance on artificial intelligence in the healthcare industry is transforming patient diagnostics and treatment planning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bb58e120-666d-45ce-86cc-7fb1e28f0e88 · outbound
Harnessing Large Language Models for Scientific Novelty Detection — ### **Example Input & Output** #### **Example 1:** **idea_A1:** Personalization improves email engagement
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6e45c83c-e914-4d3f-b862-c4f3a0cd2f95 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Machine learning algorithms are increasingly being used to detect patterns in large datasets, improving decision- making processes in fields such as healthcare and finance
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6d827a59-606f-4128-9a9c-b236bcbadb40 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b767d1eb-d01e-47dc-adcc-ff6f4ae554b6 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0dcbcc7f-e56a-4d89-b205-41a07925d61e · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0c41f4cb-5909-44a5-8690-cf21e935aa9c · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b27fd11d-7651-425c-8c08-eb0d32e33a2a · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ffea4732-560c-450a-84d6-f88649262d0e · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ce8f2248-615b-4947-915a-133de5606815 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 535267e5-18f8-4a68-b88c-94d4b0cfa4a7 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b0176431-eb3b-47a3-9b24-8248afd471e1 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9e4922f9-80e8-4e5e-b61b-6fd105b4c57d · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 93cc6713-8906-44c2-b847-25b3d863c935 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fdd2db33-3efc-4803-bb87-a1f7617b174a · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3d1ae88a-95a1-4e00-aacd-976a411572d4 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f380e552-b752-4827-b1b8-ea29c18c898f · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d1c21c01-7121-4bed-bed3-56fd4a8e3a45 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0c85d6e5-e723-43e5-b984-63d88be5ff54 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Long-term exposure to polluted air has been linked to an increased risk of developing respiratory illnesses such as asthma and chronic bronchitis
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f99e97b2-523e-4b35-b1b3-1919381f7489 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f14bc613-267a-4583-be27-d175d1813e2f · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 74924847-6dd9-44b7-af2b-1623ffb03fd0 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44bf194d-ba71-4bef-b995-e509a2ebb329 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fd22c220-71a0-48a3-873f-2f9f09105099 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Due to climate change, extreme weather events such as hurricanes and heatwaves have become more frequent and intense
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b6f38f58-4d05-445d-b1ee-7bd37abb9b38 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4083dd4b-561b-4b57-94a4-744150c2c92f · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cbf649d2-ce09-4437-bc5c-9d3e3ee6e4ea · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6f695bfe-32f4-41a3-8932-1293dbfaa375 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 970fa44f-b067-4ca0-995e-76ab04696222 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 66f6293b-01be-4c55-8d29-4d540ff86f6e · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation af4b8284-a641-456d-9572-243709990778 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aa7cd082-618d-4bcb-ba35-298a521800d9 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation db391415-e480-4ec8-89e9-bf85b1a5bdb8 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 69939226-aa22-4be7-a72c-d387ba853ed8 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a1792e57-b8f4-4d9e-bf03-3f9cb735738a · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 59850f95-b513-4ba5-b692-94fec1e470ee · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bf074f51-665a-4e88-be82-777e205e20b8 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 20757995-4f58-4db0-8c26-8a8520078e68 · outbound
Harnessing Large Language Models for Scientific Novelty Detection #### **Example 2: NLP Domain** **idea_A2:** Instruction tuning aligns model outputs with user prompts
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5d8764d-e3ef-43cf-8e10-68c7453ea42a · outbound
Harnessing Large Language Models for Scientific Novelty Detection new research idea
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f565444a-3c10-4d05-a4b9-f01554f5da24 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Examine the conceptual and structural overlap between the new idea and the existing idea
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e6ef3cdc-950c-4f8a-b246-ab33cbb49059 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Use the Novelty Scoring Rubric to assign a score between 0.0 and 1.0, based on the degree of similarity or difference
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f050cb36-2406-40f5-978a-1b9185118166 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Perform this scoring for each existing idea in the set
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 083e1e6d-bfcd-484c-8ccc-3ef83e80d655 · outbound
Harnessing Large Language Models for Scientific Novelty Detection profiling and capping
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 53bb389e-abc8-4cba-8bb5-d17ae104e82c · outbound
Harnessing Large Language Models for Scientific Novelty Detection Text Embeddings by Weakly-Supervised Contrastive Pre-training
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be77ee47-e008-45df-add2-fe2216aece60 · outbound
Harnessing Large Language Models for Scientific Novelty Detection ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models
Reference 2018
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a58b165f-c2b0-4ee8-9dce-344bd4a5bb7e · outbound
Harnessing Large Language Models for Scientific Novelty Detection Denis Trapido
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 649eb64d-7fbd-4860-93ef-bd8b1f29bab7 · outbound
Harnessing Large Language Models for Scientific Novelty Detection DiscoveryBench: Towards Data-Driven Discovery with Large Language Models
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85cd80b3-c692-491e-aa1f-7f008841dfc3 · outbound
Harnessing Large Language Models for Scientific Novelty Detection Large Language Models for Automated Open-domain Scientific Hypotheses Discovery
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f370e744-00f0-4bf8-a860-2338988c5dd7 · inbound
Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator Harnessing Large Language Models for Scientific Novelty Detection
Reference 106
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.