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Paper Citation Record · LEDGER

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events

As of 21 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2412.05725.

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

pith.paper-citation-record.v1
2412.05725 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:28:39.801242Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

57 of 57 outbound references displayed

  • verified exact0
  • verified fuzzy43
  • unresolved13
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6b59388-d7fe-4603-8906-5ed5d5b2bea2 · outbound

This paper cites Lawrence Zitnick, and Devi Parikh.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Lawrence Zitnick, and Devi Parikh

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:38.767876Z digest=sha256:a50f4064bd932cacee92066cc39e191cd7f10db3f167fcde07c52a91d5430c8a

Observation d745d15c-738f-495c-befe-4fccce5ba4a0 · outbound

This paper cites Kan- wal, Tegan Maharaj, Asja Fischer, Aaron Courville, Yoshua Bengio, and Simon Lacoste-Julien.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Kan- wal, Tegan Maharaj, Asja Fischer, Aaron Courville, Yoshua Bengio, and Simon Lacoste-Julien

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.864512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation e199b193-f6f0-46c2-a3f9-e1a251454a16 · outbound

This paper cites Abductive Commonsense Reasoning.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Abductive Commonsense Reasoning

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9434b82e-8d33-47e4-9972-35cd8ecef90b · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T20:28:38.873161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:38.873161Z digest=sha256:2a7b9dc55083e789e98d6d82cb375771842fc0f01e9e7e772ffaa8ddeac8e955

Observation c88a04e9-bf8b-4b94-8d7a-ee5fafdbafaa · outbound

This paper cites δ-causal: Exploring defeasibility in causal reasoning.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events δ-causal: Exploring defeasibility in causal reasoning

Reference 5

Resolution
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raw_fallback, observed 2026-08-11T20:28:43.857241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:38.876411Z digest=sha256:6adf13710098a74042ac44149100095f04fd4aa4cd8ccccfaed87ecbb5001a3e

Observation e7035188-8dfe-4033-a7a5-176499773219 · outbound

This paper cites A graph enhanced bert model for event prediction.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events A graph enhanced bert model for event prediction

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.849101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:38.879302Z digest=sha256:00b5e2f72339cb7b66c272626b4d1dcb5db6e37fea151062523ff05eb5dc118c

Observation 1c08a216-e776-4eae-9760-7982efe4dc68 · outbound

This paper cites Oops! predicting unintentional action in video.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Oops! predicting unintentional action in video

Reference 7

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raw_fallback, observed 2026-08-11T20:28:43.841606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:38.882824Z digest=sha256:692b2f10be293a8e9d57e7d488274712599e62e5489b5635bffb9332e0bdf2cb

Observation 51d70a7b-3730-4dcf-99c7-9fb744318755 · outbound

This paper cites Read- ing books is great, but not if you are driving! visually grounded reasoning about defeasible commonsense norms.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Read- ing books is great, but not if you are driving! visually grounded reasoning about defeasible commonsense norms

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.801572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:38.885857Z digest=sha256:0f3aaed6d15759d4c769004ceffbfb4fa6770fe46d6404d3f34b387eb4984e5a

Observation fce42684-49a7-4684-a16a-34b9bc98c89f · outbound

This paper cites Hwang, Jae Sung Park, Rowan Zellers, Chandra Bhagavatula, Anna Rohrbach, Kate Saenko, and Yejin Choi.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Hwang, Jae Sung Park, Rowan Zellers, Chandra Bhagavatula, Anna Rohrbach, Kate Saenko, and Yejin Choi

Reference 9

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:38.887999Z digest=sha256:6f40c40f130aa0c30957b66e29749fc48806044b15c7a8ffb4a7d15bfd8b2624

Observation 75873e36-57b7-4d4b-b872-ef62f97d2875 · outbound

This paper cites Jang, Yale Song, Youngjae Yu, Youngjin Kim, and Gun- hee Kim.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Jang, Yale Song, Youngjae Yu, Youngjin Kim, and Gun- hee Kim

Reference 10

Resolution
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raw_fallback, observed 2026-08-11T20:28:43.784845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:38.890353Z digest=sha256:45e0ef74cd6dc7c990ef67c4d5291de2a5b6199a89bdbf90a79308ed84e54e5a

Observation 02016b37-b8d8-49a7-af5f-3ec98bf2f3ae · outbound

This paper cites Sgd on neural networks learns functions of increas- ing complexity.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Sgd on neural networks learns functions of increas- ing complexity

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:38.946034Z digest=sha256:e71602fe0fe718a4517816c6b9ad18e595b976b6b4c0a1d00cb3ae9662dc4836

Observation 114b94eb-e54e-49c4-bd6f-58b55c53c908 · outbound

This paper cites From representa- tion to reasoning: Towards both evidence and commonsense reasoning for video question-answering.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events From representa- tion to reasoning: Towards both evidence and commonsense reasoning for video question-answering

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.676311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.030669Z digest=sha256:af7b2f83321563c2f345569a4934446eb259c340ee08822a43d6aa63b699dcbf

Observation c753341a-6e07-4287-a169-9098bfe9ba84 · outbound

This paper cites Mvbench: A comprehensive multi-modal video understand- ing benchmark.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Mvbench: A comprehensive multi-modal video understand- ing benchmark

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.667969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.166944Z digest=sha256:2cf082a6059b1830c77d403e541220a7a2db659329d3459cf77db55402992ca1

Observation 75601b49-4090-4485-a3d4-203ed176000f · outbound

This paper cites Visual abductive reasoning.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Visual abductive reasoning

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.659537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.223845Z digest=sha256:d17b32757eb904aa25fbf3e68ee526ae982d9563213429f3f41fc9ab1004db88

Observation f59528cd-a83d-4d0d-a433-250c6bef6304 · outbound

This paper cites Vila: On pre-training for visual language models.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Vila: On pre-training for visual language models

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.651086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.226137Z digest=sha256:8ea2cd8097bcb6b277dd1926bf7bd8031d52850babf6ce874b13e010d9ccd491

Observation 7d4dee2a-8864-4879-95f8-c4e6ebbcf684 · outbound

This paper cites Vila: Efficient video-language alignment for video question answering.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Vila: Efficient video-language alignment for video question answering

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.617112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.228538Z digest=sha256:d31497d58498065eb1391aa204d4e2f84e5cbc1e88da32a2801ce8c49dc823f1

Observation 24949efb-f97a-41c9-b23d-0ce5361d0cc2 · outbound

This paper cites Revisiting commonsense reasoning in machine translation: Training, evaluation and challenge.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Revisiting commonsense reasoning in machine translation: Training, evaluation and challenge

Reference 17

Resolution
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raw_fallback, observed 2026-08-11T20:28:43.600501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.230451Z digest=sha256:aaabd55f26b27a437e3fc6b50990ad42e675f26fdd478f5abfa2d771be6a0ad1

Observation 392c4ce5-2fab-49b2-9254-41e8adc258b2 · outbound

This paper cites an unresolved cited work.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T20:28:43.591417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.232573Z digest=sha256:dfaba51ad08a17f30684d307502a3e3f26f412212836a18f05b610a2a0763690

Observation d958fd53-2e4f-4009-b704-7e4e98252965 · outbound

This paper cites Openeqa: Em- bodied question answering in the era of foundation models.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Openeqa: Em- bodied question answering in the era of foundation models

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.581963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.234644Z digest=sha256:b1ff5cbcb62d13b4f3943a88a9cb2bfd8fdd1fab0e0d43cccd38173c9542fd9a

Observation 517eeb5b-661e-4480-a32e-43a9bb8d06fa · outbound

This paper cites Scalable end-to-end autonomous vehicle testing via rare-event simulation.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Scalable end-to-end autonomous vehicle testing via rare-event simulation

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.520769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.237371Z digest=sha256:206f1e42fba714b1700a6ea469158fc2f241403751f75d0529d97aeadb331f75

Observation 1ee24d11-c7cf-4e5b-8f91-5c927d58241e · outbound

This paper cites GPT-4o system card, 2024.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events GPT-4o system card, 2024

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.426239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.243432Z digest=sha256:df349248262282a3e29bfe6b38d7266bffc9178923a14b143d2d8146793ea805

Observation c1fdcd5c-61d4-4bf3-9d3f-92445c44c76e · outbound

This paper cites Hobbs, Michael C.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Hobbs, Michael C

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.419501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.246280Z digest=sha256:684b572f6ce81df69de8eb312290b8111677ac7c4d81cd58bd29b48a7709b10e

Observation 4c842df4-6383-435f-a85c-12f2d70fd879 · outbound

This paper cites Visualcomet: Reasoning about the dynamic context of a still image.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Visualcomet: Reasoning about the dynamic context of a still image

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.410064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.248994Z digest=sha256:6f3a022746eedac0bab79c883cfc4a4422991473a9d4ca252bda67d541b58e74

Observation 7ecd1137-bb6f-47a0-b23a-a506783f6fae · outbound

This paper cites Generating hypothetical events for abductive inference.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Generating hypothetical events for abductive inference

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.353341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.251373Z digest=sha256:64199a9339303abc3ecaf1fd0755063247d083a806f02e0c86512f8ee7ebd281

Observation d9f39511-645f-45c7-ae41-a9b9304ad87e · outbound

This paper cites Collected papers of charles sanders peirce.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Collected papers of charles sanders peirce

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.189594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.253751Z digest=sha256:893ba0872a61cd90a13fc1fe73f6408c9887740626920ca80bcbe6f1e45f30ac

Observation 82637490-6731-4f07-a667-bf90639efa26 · outbound

This paper cites Back to the future: Unsupervised backprop-based decoding for counterfactual and abductive commonsense reasoning.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Back to the future: Unsupervised backprop-based decoding for counterfactual and abductive commonsense reasoning

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.182623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.256451Z digest=sha256:36f1a6d5fe45b21a7492310654e63c51549c721017be289ec8d15c62ae8e3a08

Observation 5101adb8-738d-4300-ab96-84df027971b1 · outbound

This paper cites Learning transferable visual models from natural language supervision.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Learning transferable visual models from natural language supervision

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:43.079781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.259181Z digest=sha256:61b546fc8807199735ef8d30d01841acbdf667f7731d19ef64d994e0c9677928

Observation 9a407d33-68a2-4bcb-ab37-6033bc9ad399 · outbound

This paper cites On the spectral bias of neural networks.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events On the spectral bias of neural networks

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.980584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.261088Z digest=sha256:c523b47699ca01dedc46daa0e7050308a6330efcc2ddb6513a47bf722ce40437

Observation 706c19d1-dd28-4376-995a-cfb9009d0663 · outbound

This paper cites What makes it ok to set a fire? iterative self-distillation of con- texts and rationales for disambiguating defeasible social and moral situations.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events What makes it ok to set a fire? iterative self-distillation of con- texts and rationales for disambiguating defeasible social and moral situations

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.973919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.264123Z digest=sha256:746bb6196e4dba04f554f36b2484057231e1a283934b1b544a1d4412647c752a

Observation 3435e554-5597-4e27-9d86-0102a1d634b9 · outbound

This paper cites A logic for default reasoning.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events A logic for default reasoning

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.963928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.266545Z digest=sha256:d3caed79b976200c83aba4c10ab9d5912060506ec61cd34f3ae8dbd7dbccebae

Observation 2759c230-294c-4e55-8649-86206702e501 · outbound

This paper cites Thinking like a skeptic: Defeasible inference in natural language.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Thinking like a skeptic: Defeasible inference in natural language

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.930002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.328027Z digest=sha256:4007cc5f9c6224ef08908ac819ecd147eb250f44cf52482321bd3f62811e9734

Observation 69c7362c-d43e-4e0e-b695-423930be3fea · outbound

This paper cites Movieqa: Understanding stories in movies through question- answering, 2016.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Movieqa: Understanding stories in movies through question- answering, 2016

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.814978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.434277Z digest=sha256:82de544cce672b0bc9be5074255ddcfeb28525ed84f14f136052d24dfabfcf32

Observation dba371c5-1a76-4e7c-b579-5a5a3bd1eba1 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T20:28:39.519470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:39.519470Z digest=sha256:4e1c79c473e6dd5f6d56636e9c0fb58112dab49ff1a1f4be381b50750bbfcda7

Observation ea1c9bee-37a2-40a1-8246-8a9cae8464e5 · outbound

This paper cites The llama 3 herd of models, 2024.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events The llama 3 herd of models, 2024

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.807026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.553691Z digest=sha256:e1c21f14f07ae9cbdc6e092343fcc2cba342127f8243449f843dd195cb1266d0

Observation d8465aa1-1e75-4a22-920d-62a1407c0e3a · outbound

This paper cites Advsim: Generating safety-critical scenar- ios for self-driving vehicles.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Advsim: Generating safety-critical scenar- ios for self-driving vehicles

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.799003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.557175Z digest=sha256:e38ff2736149c4269c28dfa48bed27512f9901689a7cc919a8bfb4aa33d6fa6c

Observation 51a06718-eb07-447d-b090-465dd4c26b5d · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models, 2023.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Chain-of-thought prompting elicits reasoning in large language models, 2023

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T20:28:39.559828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:39.559828Z digest=sha256:65a80ab9da483cbaaef12453af37d3e81d6e9e451a0ebcaf694ff32ba2696127

Observation 829e3bb0-f546-43b8-adc9-49d2d0aebacf · outbound

This paper cites Next-qa: Next phase of question-answering to explaining temporal actions.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Next-qa: Next phase of question-answering to explaining temporal actions

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.764545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.563491Z digest=sha256:9a7105abe9a52a9df1bbf28dff117912abf22864fe68ad98bd09c9f67e1b04b7

Observation b6a748ff-101d-4466-8d90-0f444d2f7b56 · outbound

This paper cites FunQA: Towards Surprising Video Comprehension.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events FunQA: Towards Surprising Video Comprehension

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T20:28:39.566822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:39.566822Z digest=sha256:fc6c8bb79c676c88ecedb28c4ee4cd0ac8da0d68e35aea777b3417a31f6723d5

Observation 178236ea-1ed8-48aa-9aa6-e4bb092e41e1 · outbound

This paper cites Xu, Zhou Zhao, Jun Xiao, Fei Wu, Hanwang Zhang, Xi- angnan He, and Yueting Zhuang.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Xu, Zhou Zhao, Jun Xiao, Fei Wu, Hanwang Zhang, Xi- angnan He, and Yueting Zhuang

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.528930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.570337Z digest=sha256:1747eb4ef8079f36ce1f9cc0eed1b236dd9e41948e90695a1aaf5c1836164056

Observation d175d942-951e-48ef-9b89-6ecd281953e5 · outbound

This paper cites CLEVRER: CoLlision Events for Video REpresentation and Reasoning.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events CLEVRER: CoLlision Events for Video REpresentation and Reasoning

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T20:28:39.572809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:39.572809Z digest=sha256:8d2e38187647380e72a193bdf0acd96d262f92b9b2258b46ce574a2ec88e35fe

Observation a3027e8c-3a80-472a-b127-8930eea1a688 · outbound

This paper cites ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T20:28:39.576086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:39.576086Z digest=sha256:4967a1c26d8751bf00897ac34367b6742d3055e0cdfdfb962f0cbaf96cce44cc

Observation e33fdfc4-c9fa-4f1c-bc35-1b8e8446b78e · outbound

This paper cites From recognition to cognition: Visual commonsense reason- ing.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events From recognition to cognition: Visual commonsense reason- ing

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:42.135835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.578900Z digest=sha256:5b7327863d79cd7447520ffaca4151155c00b2852aa50204570cfd606c9d0f10

Observation 65fd65c4-cf76-47b8-b2f7-125512f27fba · outbound

This paper cites Video instruction tuning with synthetic data, 2024.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Video instruction tuning with synthetic data, 2024

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:41.551641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.581648Z digest=sha256:78353d57ecc9e7fcb18cd139351a962238245ab422eb6c87cab1f2d61f7c27b6

Observation 00cc1f95-a326-4cae-9dbd-04440e2b4a32 · outbound

This paper cites Videoabc: A real-world video dataset for ab- ductive visual reasoning.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Videoabc: A real-world video dataset for ab- ductive visual reasoning

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:41.409808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.584669Z digest=sha256:b0de7c6d28aec551e5a4a9adcffe1862981bfc663a79dfffea409488e4359a37

Observation 1149fb43-4506-4219-8cd0-0e20aa9d76c2 · outbound

This paper cites MLVU: Benchmarking Multi-task Long Video Understanding.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events MLVU: Benchmarking Multi-task Long Video Understanding

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T20:28:39.587269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:39.587269Z digest=sha256:5365c8790ee580b13138da0124f44298864960954bd5b8f043f8ef463c30e63e

Observation 9187b7e5-d115-4461-9771-7b8c51190efa · outbound

This paper cites COBRA Frames: Contextual Reasoning about Effects and Harms of Offensive Statements.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events COBRA Frames: Contextual Reasoning about Effects and Harms of Offensive Statements

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-11T20:28:39.619280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:39.619280Z digest=sha256:3e957b6a2463ff97e8c57c72659e3f64cff8628f76864fb4fb61f28848dba678

Observation afab8b91-28ff-41ff-b16f-0d9f36291f45 · outbound

This paper cites an unresolved cited work.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-11T20:28:41.273162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.679860Z digest=sha256:38cf872dab7b259133a49647cd22f642f8cf56c445f915650855ccb05171838e

Observation 19a29102-9631-45be-a3e3-e0806378028f · outbound

This paper cites an unresolved cited work.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-11T20:28:40.719785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.723902Z digest=sha256:ee95cceb4bc131abeb94c4162995007097d3cd13e439b1fec6b637c8f9853eff

Observation 0d6bfff8-4416-42e6-94c8-fd14b55f060c · outbound

This paper cites an unresolved cited work.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T20:28:40.578816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.781723Z digest=sha256:2d15fc048edebefb952e80c07edcfa4bd61585bf84b6ef941c01c5c8654fd73a

Observation 48b59999-3f67-404f-be51-1bced2eaa516 · outbound

This paper cites We use the same location, age and education filters as used above while collecting annotations.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events We use the same location, age and education filters as used above while collecting annotations

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:40.431067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.785135Z digest=sha256:1b14c805e35c2a7a132d514cd984ad43ab2400cc315d47011437d36539aee8a4

Observation 7acc53b2-2e8d-4c1e-9417-cead6037b870 · outbound

This paper cites We use the GPT-4o model using the OpenAI Batch API3.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events We use the GPT-4o model using the OpenAI Batch API3

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:40.302852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.788352Z digest=sha256:a940130edcebb6fad15ab88340dc67fcaea1e8ec896b2c17074f47e738e97e1c

Observation 82197c67-4462-40e8-a8c7-7a94a6ba64a8 · outbound

This paper cites This model was accessed between Oc- tober 20th and November 14th, 2024.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events This model was accessed between Oc- tober 20th and November 14th, 2024

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:40.158975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.790943Z digest=sha256:c7b8cad0222f325476c1c31481596e547d3a6aac73068e0a93c9eb80a25cdbe1

Observation 64240d9e-49f8-46ef-925a-0bd8baee8e25 · outbound

This paper cites We evaluate the latest VideoChat2 HD (Huggingface: videochat2 hd mistral 7b stage4) model.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events We evaluate the latest VideoChat2 HD (Huggingface: videochat2 hd mistral 7b stage4) model

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:39.983655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.793478Z digest=sha256:275ca976d8a4c2b9bbd0ab661808f475ca08cddcd84889652de6b94def866582

Observation dba2b9e9-1d81-4800-834a-8e24477d957a · outbound

This paper cites Though audio is not a requirement for this task, there may be cases where it can reveal important information about the events in the video.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Though audio is not a requirement for this task, there may be cases where it can reveal important information about the events in the video

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:39.886845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.796134Z digest=sha256:ca236199d368fc57f533e08e88f1bcd92abfb6197a6f747dbb898e758e8114e0

Observation 283ac400-a2a5-47f8-bc36-ec6fbed07e50 · outbound

This paper cites We use the Llama-3-VILA1.5-8b-Fix model.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events We use the Llama-3-VILA1.5-8b-Fix model

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:39.878134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.798726Z digest=sha256:134b503e7b571e3ceed1340a0ef9d3a9a39a4771adb03af5f6be3849c4c24597

Observation c2dc1094-5eee-4b56-bade-c55cd4bc4a3a · outbound

This paper cites leading to an unpredictable outcome.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events leading to an unpredictable outcome

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T20:28:39.870516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T20:28:39.801242Z digest=sha256:fe14e549362f53c22c7d11f626cc0764e3288abb38adb91ef590873378deae70

Observation 5ce2bfea-c5ee-4966-a849-da4fd566eaad · outbound

This paper cites an unresolved cited work.

Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Unresolved cited work

Reference 2018

Resolution
parse uncertain
no resolver link, observed 2026-08-11T20:28:39.240185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:28:39.240185Z digest=sha256:1e6892f2afd27569c8414d0c984ccbfe98b08631f51f041399d5510666f1c7ab

Pith citing papers

No inbound Pith citation observations are available.