Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:21:08.789556Z
Paper Citation Record · LEDGER
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models
As of 8 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 2 inbound Pith citation observations for arXiv:2506.05675.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
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 2026-05-25T04:25:26.710488Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-25T04:26:37.883375Z
Reference resolution
69 of 69 outbound references displayed
- verified exact5
- verified fuzzy52
- unresolved12
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation ccd8d936-a31f-4696-9a91-2b9323aac43a · outbound
This paper cites Weakly supervised multilingual causal- ity extraction from Wikipedia,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Weakly supervised multilingual causal- ity extraction from Wikipedia,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.839970Z
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 9ef1369d-94d3-4e7a-81d6-ee91b0816f23 · outbound
This paper cites A survey of event extraction from text,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models A survey of event extraction from text,
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:21:04.376175Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e293067-fa82-464d-8231-9fd402f597d4 · outbound
This paper cites Causality extraction from medical text using large language models (llms),.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Causality extraction from medical text using large language models (llms),
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.814334Z
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 386fce4a-f78b-447e-bb8a-6c36535384fc · outbound
This paper cites Modeling biological processes for reading comprehension,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Modeling biological processes for reading comprehension,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.800393Z
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 de42a93d-2e96-4f55-97e0-c5889a969cfb · outbound
This paper cites End-to-End Argumentation Knowl- edge Graph Construction,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models End-to-End Argumentation Knowl- edge Graph Construction,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.787046Z
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 bae43cc5-49ca-4e3b-b429-25997655f20f · outbound
This paper cites A semi-supervised learning approach to why-question answering,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models A semi-supervised learning approach to why-question answering,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.773504Z
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 d49b03c8-440b-46dd-b78f-f57b569bdd39 · outbound
This paper cites A survey of event causality identifica- tion: Principles, taxonomy, challenges, and assessment,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models A survey of event causality identifica- tion: Principles, taxonomy, challenges, and assessment,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.759573Z
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 ca37fec4-5c46-496e-b3a7-949dce235d8b · outbound
This paper cites Is ChatGPT a good causal reasoner? a comprehensive evaluation,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Is ChatGPT a good causal reasoner? a comprehensive evaluation,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.745523Z
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 3a9aa45f-b1f9-4c19-ab10-3913d057da66 · outbound
This paper cites Causal Reasoning and Large Language Models: Opening a New Frontier for Causality.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Causal Reasoning and Large Language Models: Opening a New Frontier for Causality
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:21:05.091490Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b710992-6e25-413d-974b-1d4070d6a569 · outbound
This paper cites Advancing event causality identification via heuristic semantic dependency inquiry network,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Advancing event causality identification via heuristic semantic dependency inquiry network,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.731562Z
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 2b318efc-b1fd-4780-8b96-a7bc2f6e3b4a · outbound
This paper cites Pearl and D.
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.717459Z
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 9be1af9c-ff43-49a1-9d8c-fa63201c7954 · outbound
This paper cites Advancing Event Causality Identification via Heuristic Semantic Dependency Inquiry Network.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Advancing Event Causality Identification via Heuristic Semantic Dependency Inquiry Network
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T10:21:08.920126Z
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 73a2d8cb-bc51-45b6-8ff8-1a790cbbac29 · outbound
This paper cites Extracting temporal and causal relations be- tween events,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Extracting temporal and causal relations be- tween events,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.689781Z
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 d70c8c8e-7ac9-47cc-a31e-ef3ec301fef7 · outbound
This paper cites A method for extracting causal knowl- edge from textual databases,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models A method for extracting causal knowl- edge from textual databases,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.703807Z
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 6be803d2-aea2-4b16-a640-80710c94790b · outbound
This paper cites Semantic structure enhanced event causal- ity identification,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Semantic structure enhanced event causal- ity identification,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.662583Z
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 3cc5227c-79b3-4fb3-b7c3-a58bab104e25 · outbound
This paper cites The event StoryLine corpus: A new benchmark for causal and temporal relation extraction,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models The event StoryLine corpus: A new benchmark for causal and temporal relation extraction,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.676293Z
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 50e11f84-ef42-42b9-95b5-e32cddc060ba · outbound
This paper cites Knowledge-enriched event causality identification via latent structure induction networks,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Knowledge-enriched event causality identification via latent structure induction networks,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.634464Z
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 0ab09361-b928-4598-ab21-63fbf6d0e959 · outbound
This paper cites Distill, fuse, pre-train: Towards effec- tive event causality identification with commonsense- aware pre-trained model,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Distill, fuse, pre-train: Towards effec- tive event causality identification with commonsense- aware pre-trained model,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.648237Z
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 07dc74fc-5c57-4a70-933d-c2290a8990e4 · outbound
This paper cites LearnDA: Learnable knowledge-guided data augmentation for event causality identification,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models LearnDA: Learnable knowledge-guided data augmentation for event causality identification,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.607029Z
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 313690f3-9a54-40b3-9dec-77b88321c882 · outbound
This paper cites Improving event causality identification via self-supervised representation learning on external IEEE. 12 causal statement,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Improving event causality identification via self-supervised representation learning on external IEEE. 12 causal statement,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.620580Z
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 e12a43dc-9e2d-4c7e-98f3-e18b3977eaeb · outbound
This paper cites KEPT: Knowledge Enhanced Prompt Tuning for event causality identification,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models KEPT: Knowledge Enhanced Prompt Tuning for event causality identification,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.579108Z
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 ef5bb5bd-e088-4968-88a9-1c24ca4740be · outbound
This paper cites KnowDis: Knowledge enhanced data augmentation for event causality detection via distant supervision,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models KnowDis: Knowledge enhanced data augmentation for event causality detection via distant supervision,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.593494Z
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 35816ddb-0b8b-4d9a-950f-895f0a2d1108 · outbound
This paper cites Discriminative reasoning with sparse event representation for document-level event-event re- lation extraction,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Discriminative reasoning with sparse event representation for document-level event-event re- lation extraction,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.565413Z
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 8ae46485-9ff8-4f72-9c7b-08aefbf3df41 · outbound
This paper cites DAPrompt: Deterministic Assumption Prompt Learning for Event Causality Identification.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models DAPrompt: Deterministic Assumption Prompt Learning for Event Causality Identification
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T10:21:08.899357Z
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 7c07a0c6-aa5b-4c43-a195-981d3e3733fe · outbound
This paper cites ERGO: Event relational graph transformer for document-level event causality iden- tification,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models ERGO: Event relational graph transformer for document-level event causality iden- tification,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.538344Z
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 168f5bb9-dbf8-455c-9bc6-babd5092a005 · outbound
This paper cites Identifying while learning for document event causality identification,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Identifying while learning for document event causality identification,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.551734Z
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 af988633-cb9c-40ed-a282-acd0437e731b · outbound
This paper cites Causal bert : Language models for causality detection between events expressed in text,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Causal bert : Language models for causality detection between events expressed in text,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.511284Z
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 b98ba497-e7ae-41a4-bb26-dc3e41efa91b · outbound
This paper cites Graph convolu- tional networks for event causality identification with rich document-level structures,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Graph convolu- tional networks for event causality identification with rich document-level structures,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.525071Z
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 c14206e2-eb36-4c2f-9a61-0eef0e8abf6d · outbound
This paper cites Document-level causal relation extrac- tion with knowledge-guided binary question answer- ing,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Document-level causal relation extrac- tion with knowledge-guided binary question answer- ing,
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.497751Z
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 297d670d-2daf-4ed8-a7fe-d7b836b8f13f · outbound
This paper cites On ordered weighted averaging aggre- gation operators in multicriteria decision making,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models On ordered weighted averaging aggre- gation operators in multicriteria decision making,
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.483770Z
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 d6c7e657-ae9a-4645-a516-9c8d5ffb2c3a · outbound
This paper cites CausalBERT: Injecting Causal Knowledge Into Pre-trained Models with Minimal Supervision.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models CausalBERT: Injecting Causal Knowledge Into Pre-trained Models with Minimal Supervision
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T10:21:08.854403Z
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 9a5af06b-b524-4452-8b54-f0eceb6db217 · outbound
This paper cites Choquet integral capacities-based data fusion for system health monitoring,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Choquet integral capacities-based data fusion for system health monitoring,
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.455865Z
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 e3282632-36ce-421b-be4e-24e84e503616 · outbound
This paper cites Fermatean fuzzy ein- stein aggregation operators-based multimoora method for electric vehicle charging station selection,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Fermatean fuzzy ein- stein aggregation operators-based multimoora method for electric vehicle charging station selection,
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.440437Z
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 265c6370-c3f8-48bb-b23e-908722aeabec · outbound
This paper cites Information fusion in com- puter vision using the fuzzy integral,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Information fusion in com- puter vision using the fuzzy integral,
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.469550Z
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 4b4b0662-e80f-4fea-8f37-8895be2cc797 · outbound
This paper cites The choquet integral for the aggregation of interval scales in multicriteria decision making,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models The choquet integral for the aggregation of interval scales in multicriteria decision making,
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.410980Z
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 55329e48-336a-4229-8d2f-bb2e77449cbc · outbound
This paper cites K-order additive discrete fuzzy mea- sures and their representation,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models K-order additive discrete fuzzy mea- sures and their representation,
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.396382Z
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 667dc5ef-e19f-40d0-b5b0-7ae6210b45af · outbound
This paper cites Generalizing the dempster-schafer theory to fuzzy sets,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Generalizing the dempster-schafer theory to fuzzy sets,
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.425007Z
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 5a5ff49b-5a37-4f7e-b711-dd2beb0f5f65 · outbound
This paper cites Yang et al.,Uncertainty-aware language modeling for selective question answering, 2023.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Yang et al.,Uncertainty-aware language modeling for selective question answering, 2023
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.368899Z
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 9a8c60dd-843e-4b20-b239-ddd0510cf0e0 · outbound
This paper cites Are large language models good at fuzzy reasoning?.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Are large language models good at fuzzy reasoning?
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.355571Z
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 816e175b-b522-4227-a573-83e0d33524ce · outbound
This paper cites A choquet integral based fuzzy logic ap- proach to solve uncertain multi-criteria decision making problem,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models A choquet integral based fuzzy logic ap- proach to solve uncertain multi-criteria decision making problem,
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.382883Z
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 80e1b05f-d0e8-487e-b172-e479da33243f · outbound
This paper cites MA VEN-ERE: A unified large-scale dataset for event coreference, temporal, causal, and subevent relation extraction,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models MA VEN-ERE: A unified large-scale dataset for event coreference, temporal, causal, and subevent relation extraction,
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.328270Z
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 48c7f62a-7cea-4744-b468-58ea640b010a · outbound
This paper cites Modeling document-level causal structures for event causal rela- tion identification,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Modeling document-level causal structures for event causal rela- tion identification,
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.313675Z
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 0baaca3d-a116-414e-be23-af2b64e064af · outbound
This paper cites Annotating causality in the TempEval- 3 corpus,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Annotating causality in the TempEval- 3 corpus,
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.341978Z
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 4091ecdc-535e-498b-a2df-b9e49d79f496 · outbound
This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:21:08.689350Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d9481b1-902a-4508-8bb1-4e3e679f55c2 · outbound
This paper cites Longformer: The long-document transformer,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Longformer: The long-document transformer,
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.286639Z
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 a57b7c8e-c8e3-4dfa-8373-ec48563a432a · outbound
This paper cites BERT: Pre-training of deep bidi- rectional transformers for language understanding,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models BERT: Pre-training of deep bidi- rectional transformers for language understanding,
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.300550Z
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 35a00b16-dc86-4f2b-8032-3bfee0e1faca · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:09.272091Z
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 90823dc9-5e55-4d88-ba99-4e9f78612119 · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:09.258856Z
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 6e862275-2050-49f3-9422-1bad0fe6dd60 · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:09.244847Z
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 3530a3e7-8638-4c82-8138-cf22239bcab0 · outbound
This paper cites Event 1: entering Event 2: begin Answer: NO Example 2: context:.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Event 1: entering Event 2: begin Answer: NO Example 2: context:
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.231077Z
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 d66a013c-037f-4496-a663-db76004ea702 · outbound
This paper cites Event 1 (offer) will be followed by Event 2 (sale).
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Event 1 (offer) will be followed by Event 2 (sale)
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.217571Z
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 96a6f91c-f2eb-438d-96a0-93cd28fe7cb2 · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:09.203944Z
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 611f63d8-cb48-40f8-9a08-fbe4164ed864 · outbound
This paper cites Based on the above analysis, Event 1 (offer) causes Event 2 (sale).
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Based on the above analysis, Event 1 (offer) causes Event 2 (sale)
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.190551Z
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 510f1dd8-d4a1-4900-a400-03eb612a1a71 · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:09.176537Z
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 336ffc3d-c9dd-4073-9f88-efb656aa2243 · outbound
This paper cites ran") and Event 2 (.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models ran") and Event 2 (
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.161469Z
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 2e9d6e3c-edbe-40d0-b33b-c5e0028a07e4 · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:09.146544Z
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 e65d22e6-9042-4341-bd1e-bd24a7aac725 · outbound
This paper cites smolder,.
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.132094Z
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 a3830284-2376-409b-8b99-7b5c358eebdd · outbound
This paper cites Answer: YES <fire, smolder> Thoughts: In the given context, …Therefore, it is reasonable to consider the fire could lead to the smoldering.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Answer: YES <fire, smolder> Thoughts: In the given context, …Therefore, it is reasonable to consider the fire could lead to the smoldering
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.117445Z
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 30f57447-3936-4a01-8ba7-05943ea9cfa1 · outbound
This paper cites Remains of the Mat Maid warehouse smolder Tuesday morning,.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Remains of the Mat Maid warehouse smolder Tuesday morning,
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.103073Z
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 5db66633-2a88-4e09-942b-7831e0923e86 · outbound
This paper cites Answer: YES <fire, smolder> Thoughts:.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Answer: YES <fire, smolder> Thoughts:
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.088322Z
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 83eeda8c-f3f0-457e-a68c-8dca519a8d87 · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:09.073207Z
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 48c7ca2f-02fa-4655-9d8c-1633af054240 · outbound
This paper cites Smoldering is a residual state of burning that follows a fire, so fire is the cause of smolder.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Smoldering is a residual state of burning that follows a fire, so fire is the cause of smolder
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.057715Z
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 6f33fed5-8ec3-485b-be42-9f989c2e8877 · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:09.039982Z
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 784884c2-fdd0-403e-8126-086152d7fa33 · outbound
This paper cites entered") can cause Event 2 (.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models entered") can cause Event 2 (
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.023261Z
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 fd42468d-96a1-4802-a76f-9bae9990dd71 · outbound
This paper cites entered") clearly occurs before Event 2 (.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models entered") clearly occurs before Event 2 (
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:09.007204Z
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 7f0b720d-e344-415d-a8a9-52a68debb5f8 · outbound
This paper cites an unresolved cited work.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:21:08.991194Z
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 d1bbb5d2-b37d-45b3-8ed7-a0fb962181ca · outbound
This paper cites MEFA × √ × No_Causal √ entered→derailed × entered→derailed entered→derailed No_Causal No_Causal √ (d) Case 4 (DECI) Fig.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models MEFA × √ × No_Causal √ entered→derailed × entered→derailed entered→derailed No_Causal No_Causal √ (d) Case 4 (DECI) Fig
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:21:08.976818Z
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 9c28c5c6-43b0-4388-99df-9e3fc3abac80 · outbound
This paper cites Causal BERT : Language models for causality detection between events expressed in text.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models Causal BERT : Language models for causality detection between events expressed in text
Reference 2021
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T10:21:08.877282Z
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 74b63d0f-b075-499a-8138-34e5bae1f470 · outbound
This paper cites A Survey of Event Causality Identification: Taxonomy, Challenges, Assessment, and Prospects.
Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models A Survey of Event Causality Identification: Taxonomy, Challenges, Assessment, and Prospects
Reference 2024
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T10:21:08.960782Z
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.
Pith citing papers
Observation 6bd3850c-8a18-4424-b8e2-448fe1a3fa35 · inbound
Generating Effective CoT Traces for Mitigating Causal Hallucination cites this paper.
Generating Effective CoT Traces for Mitigating Causal Hallucination Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models
Reference 10
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T11:01:04.782255Z
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 caed3a95-b6a4-4efd-8326-f25db8167b4d · inbound
When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems cites this paper.
When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models
Reference 101
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T04:26:37.886226Z
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.