Paper Citation Record · LEDGER

Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models

As of 21 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.

pith.paper-citation-record.v1
2506.05675 v2

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:21:08.789556Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-25T04:25:26.710488Z

measured 0 of 1 external citation measurements

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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

Observation 2b318efc-b1fd-4780-8b96-a7bc2f6e3b4a · outbound

This paper cites Pearl and D.

Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models 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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

Observation e65d22e6-9042-4341-bd1e-bd24a7aac725 · outbound

This paper cites smolder,.

Zero-Shot Event Causality Identification via Multi-source Evidence Fuzzy Aggregation with Large Language Models 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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.