Paper Citation Record · LEDGER

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation

As of 7 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2507.06523.

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

pith.paper-citation-record.v1
2507.06523 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:06:15.946132Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

46 of 46 outbound references displayed

verified exact1
verified fuzzy2
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5f283fee-f754-4199-a520-2ad4785a941d · outbound

This paper cites URL: " 'urlintro :=.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.687113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f550a32-eddc-4064-abf9-8368032a0864 · outbound

This paper cites write newline.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.693631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbe0cab4-82e0-4d31-9368-22ff14061d92 · outbound

This paper cites Qwen2.5-VL Technical Report.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.699508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e681670b-b311-404e-aeab-21af7942e34e · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:18.766097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 21d70a30-6f0c-461e-a05b-69ca07295eaa · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:18.592460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c75fc183-2605-4fd2-80c6-06dd9e14f443 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.723799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a317bad-2679-438f-9944-0b3fa063ef81 · outbound

This paper cites Baldridge, Roopal Garg, Peter Anderson, Ranjay Krishna, Mohit Bansal, Jordi Pont - Tuset, and Su Wang.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Baldridge, Roopal Garg, Peter Anderson, Ranjay Krishna, Mohit Bansal, Jordi Pont - Tuset, and Su Wang

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:06:18.373698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5d9ac1fa-447b-4096-9d55-bb7f4b6b80f5 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:18.195171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6b04b152-ebe2-4c62-8d8c-bd54f382a8ca · outbound

This paper cites Gritsenko, William Chan, Mohammad Norouzi, and David J.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Gritsenko, William Chan, Mohammad Norouzi, and David J

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:06:18.029151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 26821cb2-1457-4b6f-b88e-b31ba2ea080a · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.745427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d165508-a40a-4d30-8a19-eb5abef2d1ba · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.750213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66c6bf8d-ac84-43b9-9ba5-eb7aa8674f7d · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:17.886643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 65a6c944-d0cf-4eb8-bf74-521ac92acee3 · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.760357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1479f4e8-f67c-41d8-a65d-a0a6b06a3999 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.765679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee748921-e4ec-4a1b-a389-d47b6ebf81e7 · outbound

This paper cites VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.770693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2740a068-c28d-4c68-81f5-3458d651095b · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.775620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a65af57c-b4f7-4f2f-9afa-3dfe8daa132c · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.780126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96df4318-1a0b-4fac-baf5-fde92d9f40b7 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:17.681986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7285bf6d-1e50-4717-924d-f74ea5189131 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:17.502128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 94ccacb3-d28b-43ba-b541-ed235b18fa4d · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:17.311372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bc9d5d64-ceae-413a-9f0d-684b13d764c2 · outbound

This paper cites Visual Instruction Tuning.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Visual Instruction Tuning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.801334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc8183c3-8b17-4b11-8bc2-f5f4cdcaba21 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.817135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 535a9d56-8216-4fe6-a09d-9266375f57f1 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.822295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e193454-6832-4546-90af-830c051f850c · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.829043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab604c38-9130-47f2-bae6-b8e8a484fd59 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.834552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a777011d-2222-43bf-9b00-9ef36e32997a · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:17.097973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0820b5a3-e805-40ee-adce-0c285e84c68a · outbound

This paper cites ViBe: A Text-to-Video Benchmark for Evaluating Hallucination in Large Multimodal Models.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation ViBe: A Text-to-Video Benchmark for Evaluating Hallucination in Large Multimodal Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.846144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a190fcd7-d05e-4ad8-a3d6-ff8aecbbda21 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 31

Resolution: verified exact; doi, observed 2026-08-06T19:06:16.257639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 09911d56-2b23-4201-869b-d3e0edd0fb07 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:16.947263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5e6c18e7-049b-4473-88b9-8a2bce9c2907 · outbound

This paper cites Attention Is All You Need.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Attention Is All You Need

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.862734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b474734e-525e-4d31-975a-47f6502592ce · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:06:16.785779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ec42d65f-0f14-4190-a446-33c46f45a37f · outbound

This paper cites VideoHallucer: Evaluating Intrinsic and Extrinsic Hallucinations in Large Video-Language Models.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation VideoHallucer: Evaluating Intrinsic and Extrinsic Hallucinations in Large Video-Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.872778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a56766d-dc34-4a74-a1df-32c162be0325 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.877967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94fa8b39-cfaf-4acc-91d7-8e80b70f8259 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.884147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d94fbeeb-4f90-4105-8084-6e11203b2c68 · outbound

This paper cites Towards A Better Metric for Text-to-Video Generation.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Towards A Better Metric for Text-to-Video Generation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.889647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6abdaa6-460c-499c-b7ca-a61acda16651 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.894820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcd7c5f7-9d02-49eb-9039-f9e1fb35a32e · outbound

This paper cites VideoGPT: Video Generation using VQ-VAE and Transformers.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation VideoGPT: Video Generation using VQ-VAE and Transformers

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.900108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1647176-3413-4f66-a35e-eaf65c5ce11d · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.905122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb86b4e1-86ce-410b-9966-44437c9a19a8 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.910668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 808e5899-ebd7-45e9-a295-ebc0cf4cdfc4 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.916208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77fc295d-56e6-4f3d-9f43-01fd93e6e70a · outbound

This paper cites VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.921090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bdb533e-5eac-4116-9315-aa8c855dff17 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.926034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23f97203-057b-4b1f-875d-47c2b66a2ba4 · outbound

This paper cites an unresolved cited work.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.930986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90f60c04-8e70-4ec3-907d-3e5688c3aaf6 · outbound

This paper cites Weinberger, and Yoav Artzi.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation Weinberger, and Yoav Artzi

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.935424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2270874a-7514-4557-879f-293e7e4052f8 · outbound

This paper cites VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.941028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13e90a31-a301-4b87-b071-eadd88c43079 · outbound

This paper cites MagicVideo: Efficient Video Generation With Latent Diffusion Models.

FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation MagicVideo: Efficient Video Generation With Latent Diffusion Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T19:06:15.946132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.