Paper Citation Record · LEDGER

Causal Graph based Event Reasoning using Semantic Relation Experts

As of 7 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2506.06910.

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

pith.paper-citation-record.v1
2506.06910 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:51:25.391818Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy20
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 315812d1-8878-47c1-96f0-2b7b265dda67 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:26.079415Z

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 22b20152-e36f-4acb-aab8-90dbc8c28957 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:26.107926Z

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 d521059d-a58b-4537-b884-89d5be153d2a · outbound

This paper cites You can see your previous responses as well as other experts responses.

Causal Graph based Event Reasoning using Semantic Relation Experts You can see your previous responses as well as other experts responses

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:26.038164Z

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 b49e42af-f3ed-4014-8b54-7ce8ae88de8a · outbound

This paper cites Can large language models build causal graphs?.

Causal Graph based Event Reasoning using Semantic Relation Experts Can large language models build causal graphs?

Reference 5

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Source-reported events for the cited work

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Observation cb3274f8-f638-4bb8-ac7f-6ce27363d4ad · outbound

This paper cites The gap is very small for the causality whereas the longer chains lead to larger gap between the CGEL and the baseline in terms of informativeness and coherence.

Causal Graph based Event Reasoning using Semantic Relation Experts The gap is very small for the causality whereas the longer chains lead to larger gap between the CGEL and the baseline in terms of informativeness and coherence

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.514128Z

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 9e9f5d37-3193-407d-9761-93c94a50d9c1 · outbound

This paper cites CRAB: Assessing the Strength of Causal Relationships Between Real-world Events.

Causal Graph based Event Reasoning using Semantic Relation Experts CRAB: Assessing the Strength of Causal Relationships Between Real-world Events

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:25.168718Z

Source-reported events for the cited work

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Observation c0809e93-9fdd-4bb4-bc51-2878a85cf910 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:26.023653Z

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 414570ae-4859-4c0b-8217-06030e969fb2 · outbound

This paper cites You can see your previous responses as well as other experts responses.

Causal Graph based Event Reasoning using Semantic Relation Experts You can see your previous responses as well as other experts responses

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.993730Z

Source-reported events for the cited work

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Observation ed286b97-319e-45e9-8333-b009522df46a · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 16

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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 7bd6b53d-87ee-4d6e-839b-8fb62f01be48 · outbound

This paper cites You can see your previous responses as well as other experts responses.

Causal Graph based Event Reasoning using Semantic Relation Experts You can see your previous responses as well as other experts responses

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.965188Z

Source-reported events for the cited work

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Observation 914bc2a5-637c-452d-996f-413fddbdc6e1 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:25.950450Z

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 0e2a6ff1-2c08-452a-b6f9-547761d51ad2 · outbound

This paper cites You can see your previous responses as well as other experts responses.

Causal Graph based Event Reasoning using Semantic Relation Experts You can see your previous responses as well as other experts responses

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.935800Z

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 02cf9100-bce9-423a-af48-277495fd758e · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:26.009098Z

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 5b805c37-a729-4abb-b0a5-3df1838c8013 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:26.066023Z

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 14462217-fe50-4f54-a41b-3942a0e21213 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:26.051776Z

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 246316d4-db6d-4a8c-8bb1-7c7b515c2574 · outbound

This paper cites You can see the discussion history and the list of all identified pairs by all experts.

Causal Graph based Event Reasoning using Semantic Relation Experts You can see the discussion history and the list of all identified pairs by all experts

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.920250Z

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 b25af8d3-b401-4f4f-b512-868b5c0e2028 · outbound

This paper cites Each causal pair must have a temporal relation such that the cause precedes the effect.

Causal Graph based Event Reasoning using Semantic Relation Experts Each causal pair must have a temporal relation such that the cause precedes the effect

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.905806Z

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 2743c64c-aa9c-481c-95f8-7a0c7304b28f · outbound

This paper cites Events with causal relation can potentially be sharing some entities.

Causal Graph based Event Reasoning using Semantic Relation Experts Events with causal relation can potentially be sharing some entities

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.891165Z

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 38df65d0-a6d3-49b9-b8d8-fd44f6bda0bf · outbound

This paper cites Events are dependent if removing one of them (assuming it did not happen) leads to making the other event irrelevant.

Causal Graph based Event Reasoning using Semantic Relation Experts Events are dependent if removing one of them (assuming it did not happen) leads to making the other event irrelevant

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.876065Z

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 fe28be17-1531-48e8-855a-2c9da558bb12 · outbound

This paper cites The missing commonsense can be some intermediate events that can help with identifying the link between the given pair of events.

Causal Graph based Event Reasoning using Semantic Relation Experts The missing commonsense can be some intermediate events that can help with identifying the link between the given pair of events

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.762723Z

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 97706ce4-053b-43d7-874e-f8dfd2127118 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:25.746898Z

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 0f99c427-ef73-4c3d-9f32-0122cc396056 · outbound

This paper cites We use our proposed collaborative causal graph generation approach to generate the causal graph of events.

Causal Graph based Event Reasoning using Semantic Relation Experts We use our proposed collaborative causal graph generation approach to generate the causal graph of events

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.732211Z

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 36b0b83b-9d80-4397-9091-cd4c24fc4ee3 · outbound

This paper cites full confidence.

Causal Graph based Event Reasoning using Semantic Relation Experts full confidence

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.716380Z

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 25127ecb-d2fe-4ecc-8f2a-408ac6cf84b0 · outbound

This paper cites Depositors, mostly technology workers and venture capital-backed com- panies, hurried to withdraw their money this week,.

Causal Graph based Event Reasoning using Semantic Relation Experts Depositors, mostly technology workers and venture capital-backed com- panies, hurried to withdraw their money this week,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.657704Z

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 a1cc1d8d-072e-4c39-b511-baa7cf9c4406 · outbound

This paper cites The technology sector faces crisis.

Causal Graph based Event Reasoning using Semantic Relation Experts The technology sector faces crisis

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.641689Z

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 32bbca34-33c2-4dd8-863e-d30ea36b3e0c · outbound

This paper cites Thus, in summary, I suggest adding: - The causal pair 1,2 as it is defined.

Causal Graph based Event Reasoning using Semantic Relation Experts Thus, in summary, I suggest adding: - The causal pair 1,2 as it is defined

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.626283Z

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 a765b1dd-b2b6-4b63-9b26-1998a7a8df26 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:25.701413Z

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 0ff9be88-6126-45c3-9ae9-d2bf4a83fb43 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:25.686958Z

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 05667fd7-76fb-45c2-8c8c-cd97d3fcc462 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:25.672247Z

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 6e4563ea-07cd-456c-94ea-9ca0c91ed488 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:25.610995Z

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 0395378c-51b8-472c-bd02-7e9260af0584 · outbound

This paper cites EVENT1” cause event “EVENT2.

Causal Graph based Event Reasoning using Semantic Relation Experts EVENT1” cause event “EVENT2

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.593416Z

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 f45a312d-e4e6-432d-a9a4-a59460359c07 · outbound

This paper cites an unresolved cited work.

Causal Graph based Event Reasoning using Semantic Relation Experts Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:25.576599Z

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 88837ebd-c768-4b35-a496-9c8c8dc161fd · outbound

This paper cites Then, we move in both directions and count the number of correct causal relations until an incorrect rela- tion is met.

Causal Graph based Event Reasoning using Semantic Relation Experts Then, we move in both directions and count the number of correct causal relations until an incorrect rela- tion is met

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.561540Z

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 985c9292-5f26-4fb0-844a-6dfd02de00c8 · outbound

This paper cites Similar to informativeness, we find the longest sub-chain in which all event pairs are cor- rectly causally connected (based on responses to the primitive causal question).

Causal Graph based Event Reasoning using Semantic Relation Experts Similar to informativeness, we find the longest sub-chain in which all event pairs are cor- rectly causally connected (based on responses to the primitive causal question)

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.545744Z

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 94a26e99-7ef9-43b2-a9b5-7533342dde98 · outbound

This paper cites EVENT1” cause event “EVENT2.

Causal Graph based Event Reasoning using Semantic Relation Experts EVENT1” cause event “EVENT2

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:25.529987Z

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 d9c5ffbc-f3f8-46d6-b9bc-128181c8ddc5 · outbound

This paper cites Drafting Event Schemas using Language Models.

Causal Graph based Event Reasoning using Semantic Relation Experts Drafting Event Schemas using Language Models

Reference 424

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T05:51:25.481590Z

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 9826ed26-ce8a-4b5f-85f0-08059ad38367 · outbound

This paper cites In Corpus linguistics, volume 2003, page 40.

Causal Graph based Event Reasoning using Semantic Relation Experts In Corpus linguistics, volume 2003, page 40

Reference 2003

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:26.093794Z

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 f772d4dd-7204-480b-beee-1576b19e566e · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

Causal Graph based Event Reasoning using Semantic Relation Experts Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:25.133613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7c0c143-63ca-45a0-9d21-1591dd77e046 · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

Causal Graph based Event Reasoning using Semantic Relation Experts Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:25.151557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.