Paper Citation Record · LEDGER

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning

As of 18 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2506.00869.

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

pith.paper-citation-record.v1
2506.00869 v3

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:00:19.146528Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

35 of 35 outbound references displayed

verified exact1
verified fuzzy0
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca86a030-1e5e-4d46-8dff-8c09913140f7 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:14.783418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d4804c1-587e-48ab-bab1-b5aff6b00d74 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:22.487266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1aafb608-3149-42d5-bad7-34652053531c · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:22.359594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 812ccea2-4b88-40d2-a4b1-686a7bf29162 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:22.209603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8c1ecdb1-e4f9-431a-a263-479f825dd36d · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Gonzalez, Ion Stoica, and Eric P

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:15.251867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42664cfd-bc17-49fb-9222-1c67f1dd31c1 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-07T12:00:19.377831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fdb812a3-a76d-47b1-8ca2-fad9323e705c · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:16.287351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e4b84f0-6dfc-4e58-8cdc-2b13d753427c · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:16.446065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0282e766-ce50-4a5e-9a6d-3d946d727d6c · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:22.037210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cffa3abf-f491-4780-bc21-11c50a3d87b9 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:21.898790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 80bff4a6-a0c3-4ae7-9758-5eacb7508c83 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:16.805303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ab3ee4c-13fd-496f-a8f3-f004dc10314a · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:21.742735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 96b93f70-cf16-477f-b9e0-8522b499e134 · outbound

This paper cites VisualBERT: A Simple and Performant Baseline for Vision and Language.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning VisualBERT: A Simple and Performant Baseline for Vision and Language

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:16.995347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 485e0a1d-eabb-4856-b7f0-d23707be040d · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:21.621437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 866da000-b32e-462f-932a-3915107bb106 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:17.163244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0944728-7f60-4731-9432-10feb8954e37 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:17.293847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f4efc30-a9a1-494c-8168-aedd0fb382d8 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:17.352845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e5a8f5f-9c58-4a73-a319-5e18c418bf44 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:21.444478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 44e34cd6-8b8f-4041-a033-76bd326128a5 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:21.257027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 07bd3d1b-70e6-4640-846f-7cefe9a1fccb · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:17.632897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dffeff5-ddd0-4abb-8487-92a6e0968c83 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:21.101611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dd479849-b11e-4917-a9f5-66a095edf733 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:17.720944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfae914a-cd17-4095-983a-1eff6728cfb0 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:20.960266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1aebe214-f23e-4b22-9022-c7c73944641c · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:20.870489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b30b6445-b2c9-47ff-a577-2a2af9ec143d · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:20.742140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a44f3784-a27e-484d-aa2c-8dc9112f68de · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:20.555499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e1f1ff9e-e053-4626-a130-8a0f3e59aeb0 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:20.398381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e36bf894-038f-473c-a306-403555ff0e68 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:20.309008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d4961b5c-6ce4-4cf5-99ac-3116ec399f4f · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:20.097684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ada2fd04-a75f-45c5-9e5a-b5759591b096 · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:19.972282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d185b84-264b-409a-bb4f-7ea217151afb · outbound

This paper cites an unresolved cited work.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:19.693344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e405d9a0-45e7-4a0e-a115-2c5228d7f9f2 · outbound

This paper cites VL-CheckList: Evaluating Pre-trained Vision-Language Models with Objects, Attributes and Relations.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning VL-CheckList: Evaluating Pre-trained Vision-Language Models with Objects, Attributes and Relations

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:18.753401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e61e743c-4eec-4d65-a896-106fd70a951e · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:18.941535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c49201-5757-41d8-af6f-7338a03f6224 · outbound

This paper cites online" 'onlinestring :=.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning online" 'onlinestring :=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:19.026613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e5a0bb6-726a-4a61-a687-77a7fa1eb711 · outbound

This paper cites write newline.

What's Missing in Vision-Language Models? Probing Their Struggles with Causal Order Reasoning write newline

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:19.146528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.