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Paper Citation Record · LEDGER

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models

As of 22 August 2026, this Paper Citation Record lists 100 of 102 outbound references and 2 inbound Pith citation observations for arXiv:2505.11405.

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

pith.paper-citation-record.v1
2505.11405 v1

Coverage vector

measured 100 of 102 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:58:09.743743Z

measured 102 of 102 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T10:03:11.972065Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T05:26:01.627652Z

Reference resolution

100 of 102 outbound references displayed

  • verified exact1
  • verified fuzzy28
  • unresolved71
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

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Outbound references

Observation 75d74b27-7837-4a76-9baa-2163b51647bc · outbound

This paper cites Phi-4 Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Phi-4 Technical Report

Reference 1

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source=pdf_text observed=2026-08-15T20:58:09.387767Z digest=sha256:13ec9ae4af0cc1a93bbcd3b4d5d9fa7d649e2d845a8139ddda9b2ce6b009bc2b

Observation cd81dbe9-d419-49dd-8d50-a25780ceecfc · outbound

This paper cites Multimodal emotion recognition using deep learning.Journal of Applied Science and Technology Trends, 2(01):73–79, 2021.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Multimodal emotion recognition using deep learning.Journal of Applied Science and Technology Trends, 2(01):73–79, 2021

Reference 2

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Observation e3f3a27c-2364-44d8-895f-2a4fb0e02a0f · outbound

This paper cites GPT-4 Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models GPT-4 Technical Report

Reference 3

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Observation 4efbad58-8d60-44f6-be3b-dcb691a8f27d · outbound

This paper cites Flamingo: a visual language model for few-shot learning.Advances in Neural Information Processing Systems, 35:23716–23736, 2022.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Flamingo: a visual language model for few-shot learning.Advances in Neural Information Processing Systems, 35:23716–23736, 2022

Reference 4

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source=pdf_text observed=2026-08-15T20:58:09.401270Z digest=sha256:7e50f1c84b68ac44c448ce66590ba6041f483ce7138f4ce3d8f917059c23f6b6

Observation d78a42bd-d8a1-4e8c-9aa7-c52e0606ee9a · outbound

This paper cites Qwen Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Qwen Technical Report

Reference 5

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source=pdf_text observed=2026-08-15T20:58:09.405459Z digest=sha256:547da3e20a38292cf58ae30250e8d51df0e286cd4a127d0310e5ce8c1be31703

Observation 21b4d52e-edf2-4e5c-b682-c53b62164500 · outbound

This paper cites Qwen2.5-VL Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Qwen2.5-VL Technical Report

Reference 6

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source=pdf_text observed=2026-08-15T20:58:09.409589Z digest=sha256:14bedf9db8a0172a8bcf4ebf5680bbddde7022b805b04be389ed02c979fd6ab7

Observation 9be01e31-85ca-4440-9989-fe94c6aab7eb · outbound

This paper cites Hallucination of Multimodal Large Language Models: A Survey.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Hallucination of Multimodal Large Language Models: A Survey

Reference 7

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source=pdf_text observed=2026-08-15T20:58:09.413493Z digest=sha256:3a30edb5897d52e2c1cee25257619ae44c7588dcef548873b2e028c3267e7dff

Observation 59158e71-4773-4a63-af35-3ef9698cf45e · outbound

This paper cites an unresolved cited work.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-15T20:58:09.417402Z digest=sha256:c8bb1ef9e72397fe1363159a6d9f800d282985781ec97597a7615c1100138a94

Observation 25f84bf4-6405-479f-a945-f0c636ca9771 · outbound

This paper cites The cost of selective atten- tion in category learning: Developmental differences between adults and infants.Journal of Experimental Child Psychology, 116(2):105–119, 2013.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models The cost of selective atten- tion in category learning: Developmental differences between adults and infants.Journal of Experimental Child Psychology, 116(2):105–119, 2013

Reference 9

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source=pdf_text observed=2026-08-15T20:58:09.421100Z digest=sha256:791e7e167dd0c2d5346727de6c7ec5a3e66eb3e04bb20c4490c2dd14fb207d0a

Observation fdcf92c7-46ae-444d-93b3-5a0223beb87a · outbound

This paper cites The james-lange theory of emotions: A critical examination and an alternative theory.The American Journal of Psychology, 39(1/4):106–124, 1927.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models The james-lange theory of emotions: A critical examination and an alternative theory.The American Journal of Psychology, 39(1/4):106–124, 1927

Reference 10

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source=pdf_text observed=2026-08-15T20:58:09.424894Z digest=sha256:d93195a2b3ef1c7c8e655514f1e054923e718c5cb45bdd46ef8b732b4c50e0b1

Observation c87f6f3d-8212-4f31-b75f-b4d1ea8fa3e4 · outbound

This paper cites Unified Hallucination Detection for Multimodal Large Language Models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Unified Hallucination Detection for Multimodal Large Language Models

Reference 11

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source=pdf_text observed=2026-08-15T20:58:09.428363Z digest=sha256:b964e9c852344561f4c736f36e98ff966eda03acec366e99ccd600cd95b082de

Observation ca2d1c59-8d82-4c90-b4ae-a625512c76f5 · outbound

This paper cites Emotion-llama: Multimodal emotion recognition and reason- ing with instruction tuning.Advances in Neural Information Processing Systems, 37:110805– 110853, 2024.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Emotion-llama: Multimodal emotion recognition and reason- ing with instruction tuning.Advances in Neural Information Processing Systems, 37:110805– 110853, 2024

Reference 12

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source=pdf_text observed=2026-08-15T20:58:09.431926Z digest=sha256:4315f843eff09f11fadbffbdfb9de53a61c444ef260facfab04f5362a400bdbc

Observation 8a8f5f9d-6402-44d1-a79f-c5657dcc5159 · outbound

This paper cites Qwen2-Audio Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Qwen2-Audio Technical Report

Reference 13

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source=pdf_text observed=2026-08-15T20:58:09.435720Z digest=sha256:9e675b1ad5253dcb4ad6e2a0c6f9ff05fcf2c109045ec1808f186c4a006d201d

Observation c2d8b50f-c1b2-4554-9a23-48957c7c0e94 · outbound

This paper cites Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 14

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source=pdf_text observed=2026-08-15T20:58:09.439421Z digest=sha256:2740373e6da268043e3d804324904c80b704caf345ba8639cd73e329ef149c4a

Observation 010a2d17-eb31-4797-9347-03c8f5e5ee0d · outbound

This paper cites SOUL: Towards Sentiment and Opinion Understanding of Language.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models SOUL: Towards Sentiment and Opinion Understanding of Language

Reference 15

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Observation ffc6d903-e024-4987-bb0b-69a61d488aac · outbound

This paper cites Kimi-Audio Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Kimi-Audio Technical Report

Reference 16

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source=pdf_text observed=2026-08-15T20:58:09.446862Z digest=sha256:f5e251e4f97d653105f7b6519292def347abd6f16be2fc892a92a1e347dc5a2d

Observation 162453c8-5b43-4b77-b6cb-070afb907e29 · outbound

This paper cites Human emotion recognition: Review of sensors and methods.Sensors, 20(3):592, 2020.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Human emotion recognition: Review of sensors and methods.Sensors, 20(3):592, 2020

Reference 17

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Observation 2c7cd15a-466b-4760-ba1c-1e11e6e9bd92 · outbound

This paper cites Survey on speech emotion recognition: Features, classification schemes, and databases.Pattern Recognition, 44(3):572–587, 2011.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Survey on speech emotion recognition: Features, classification schemes, and databases.Pattern Recognition, 44(3):572–587, 2011

Reference 18

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source=pdf_text observed=2026-08-15T20:58:09.453994Z digest=sha256:8a1dd8d132ee61065970f828e581fbb4517fd705a2eeaf081c7a531ac7b81220

Observation 7d4a0325-e60d-440f-807e-a6dfc221eb66 · outbound

This paper cites Emotion recognition from unimodal to multimodal analysis: A review.Information Fusion, page 101847, 2023.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Emotion recognition from unimodal to multimodal analysis: A review.Information Fusion, page 101847, 2023

Reference 19

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source=pdf_text observed=2026-08-15T20:58:09.457209Z digest=sha256:d466cf662a46b1537eb9d7e59d0d9be4f7adeb1ffdbe04b9c0877ff0133eff46

Observation 2bb13d16-3a6e-4fe7-aee0-cc907950df7d · outbound

This paper cites Controlled Hallucinations: Learning to Generate Faithfully from Noisy Data.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Controlled Hallucinations: Learning to Generate Faithfully from Noisy Data

Reference 20

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source=pdf_text observed=2026-08-15T20:58:09.460725Z digest=sha256:497e98e7af2cc6c79a18aa45fa1bdf43daa1866f8f43d5c5537529e529054ce9

Observation d1b433cb-4b89-46e9-9066-5f709908bde3 · outbound

This paper cites Gemini: Our most capable model, getting better with thinking and coding.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Gemini: Our most capable model, getting better with thinking and coding

Reference 21

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source=pdf_text observed=2026-08-15T20:58:09.464271Z digest=sha256:339a3446e47f959ccd021c302a260c3467a968f3759a9de7f939d5cc98342485

Observation 7cb54c77-fbbc-42bb-9cd1-73001c1cb7ff · outbound

This paper cites The Llama 3 Herd of Models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models The Llama 3 Herd of Models

Reference 22

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source=pdf_text observed=2026-08-15T20:58:09.467642Z digest=sha256:e377404d58e1d0b6e45b02a96888062ed49efa34de78e3f02d8c555db42d15fe

Observation fd39b1f5-2839-4a62-bcff-be6f71acd944 · outbound

This paper cites Hallusionbench: an advanced diagnostic suite for entangled language hallucination and visual illusion in large vision-language models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Hallusionbench: an advanced diagnostic suite for entangled language hallucination and visual illusion in large vision-language models

Reference 23

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source=pdf_text observed=2026-08-15T20:58:09.471010Z digest=sha256:afc21af1c65720193a9b714fd3308d35661dde702845ad8ff09a4b9cf95e5946

Observation d3e601fb-4480-417d-91df-82a07c1a18e4 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 24

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Observation f3268f0c-1c1e-4241-b21c-493e0528522b · outbound

This paper cites Emotion analy- sis: A survey.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Emotion analy- sis: A survey

Reference 25

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source=pdf_text observed=2026-08-15T20:58:09.477781Z digest=sha256:5c7c70a1a0b375fbc1bb25d6fb2617793d92e80a16346492b94b49c0ed356ba2

Observation 10386aa4-0006-4286-a41b-539a58cd81a1 · outbound

This paper cites Onellm: One framework to align all modalities with language.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Onellm: One framework to align all modalities with language

Reference 26

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source=pdf_text observed=2026-08-15T20:58:09.481912Z digest=sha256:3e4512db53f376310d7d1cf6a69b327029e8130d0c6e85d3c66c3a68e3f794a3

Observation 30372e25-972e-43d6-bf88-c4180b474843 · outbound

This paper cites A cross-cultural study on emotion expression and the learning of social norms.Frontiers in Psychology, 6:1501, 2015.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models A cross-cultural study on emotion expression and the learning of social norms.Frontiers in Psychology, 6:1501, 2015

Reference 27

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source=pdf_text observed=2026-08-15T20:58:09.485540Z digest=sha256:39850251f94eb52bb7c37ba29d44db6e4755b1f524dc24a1a5999676977592d1

Observation 37554a82-1706-4e97-8486-f1c20460cf88 · outbound

This paper cites GPT-4o System Card.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models GPT-4o System Card

Reference 28

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source=pdf_text observed=2026-08-15T20:58:09.488725Z digest=sha256:e16bacebfae635e781e2065548cccfd39d604d7aa427bb144e2fa87fae1ba05b

Observation 01540697-e5c6-4ad4-8709-1b3efc99d19f · outbound

This paper cites Survey of hallucination in natural language generation.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Survey of hallucination in natural language generation

Reference 29

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source=pdf_text observed=2026-08-15T20:58:09.491926Z digest=sha256:2b38dbe048667a0a0196c9d7c9e5ae0916c43f4bfd934d8423887a953ef9d2bf

Observation 079a58c4-138d-4e0e-af3f-37d06193edb4 · outbound

This paper cites an unresolved cited work.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-15T20:58:09.495446Z digest=sha256:39aedd60bee043097349e2e39c46fff5d34b1275bd66b21c29dba5395da6d8a4

Observation d2e17b7d-8b7b-41cd-bc27-3da8a7db9494 · outbound

This paper cites Mixtral of Experts.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Mixtral of Experts

Reference 31

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source=pdf_text observed=2026-08-15T20:58:09.498838Z digest=sha256:129f12218c251ca3b79fa169cf65fcb2c29096a17f12451e99ff4e23b0209bca

Observation a708512f-4d73-4235-89f8-401cf9bf6663 · outbound

This paper cites Chat-univi: Unified visual representation empowers large language models with image and video understanding.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Chat-univi: Unified visual representation empowers large language models with image and video understanding

Reference 32

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source=pdf_text observed=2026-08-15T20:58:09.502469Z digest=sha256:19396ee2c6b50ca27e342adbcda86768729fa47565d1506e44182dee412c4a34

Observation b50cf5d8-603d-41b2-b438-3fcc6049b1e5 · outbound

This paper cites Individualism and collectivism.Handbook of Cross-cultural Psychology, 3:1–49, 1997.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Individualism and collectivism.Handbook of Cross-cultural Psychology, 3:1–49, 1997

Reference 33

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source=pdf_text observed=2026-08-15T20:58:09.505792Z digest=sha256:e7fb8f772e99c79d85df5852c325989011af66520b0c71708bf4e311c5c2b80b

Observation f2633db3-8b4c-42e6-9ba4-4ea1744fd44d · outbound

This paper cites Deap: A database for emotion analysis; using physiological signals.IEEE Transactions on Affective Computing, 3(1):18–31, 2011.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Deap: A database for emotion analysis; using physiological signals.IEEE Transactions on Affective Computing, 3(1):18–31, 2011

Reference 34

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source=pdf_text observed=2026-08-15T20:58:09.510055Z digest=sha256:3736eee1dcd26a1b5a3e34a5af7adc2f733c6a3849d5b6da63511699313a57ef

Observation f4c7b904-cca9-4471-9534-758fec0c6d50 · outbound

This paper cites A text-driven rule-based system for emotion cause detection.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models A text-driven rule-based system for emotion cause detection

Reference 35

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source=pdf_text observed=2026-08-15T20:58:09.514092Z digest=sha256:3292a516df57f637f4ffcf1207bd84b4891bfbd131bab1db7484413cb5dfc14f

Observation 74233c91-2027-4aad-9a95-f6f3101cc88d · outbound

This paper cites Bridging emotion theory and neurobiology through dynamic systems modeling.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Bridging emotion theory and neurobiology through dynamic systems modeling

Reference 36

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source=pdf_text observed=2026-08-15T20:58:09.517868Z digest=sha256:8fc19415e806e336bee6c51c1d0c12bbdf54989e1ece15903b5ee1acfe360b12

Observation 1cfd08c3-dddd-44da-aa50-9f4ed89f9949 · outbound

This paper cites EALD-MLLM: Emotion Analysis in Long-sequential and De-identity videos with Multi-modal Large Language Model.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models EALD-MLLM: Emotion Analysis in Long-sequential and De-identity videos with Multi-modal Large Language Model

Reference 37

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source=pdf_text observed=2026-08-15T20:58:09.521650Z digest=sha256:71e90fecc5dd607ba6bcc6e3b044001a1779b22986a185b70cac0cd3d247c752

Observation b4ece7e4-8024-4fc4-a34b-0e6e1e2064b8 · outbound

This paper cites Deemo: De-identity multimodal emotion recognition and reasoning.arXiv preprint arXiv:2504.19549, 2025.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Deemo: De-identity multimodal emotion recognition and reasoning.arXiv preprint arXiv:2504.19549, 2025

Reference 38

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no resolver link, observed 2026-08-15T20:58:09.525398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.525398Z digest=sha256:e1ae2bec8bcc4cb4c4e733051a9dd18f88a1c37d25f179493cbd4f2044502e57

Observation 370223c2-8437-4723-8215-2f924f34e1f2 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.529291Z digest=sha256:f325e12b064aca73242058287a3a572fcfe6a187031c49b22930af1f794505a3

Observation 02981675-7858-4194-8f7b-a2b9dc817e27 · outbound

This paper cites Deep facial expression recognition: A survey.IEEE Transactions on Affective Computing, 13(3):1195–1215, 2020.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Deep facial expression recognition: A survey.IEEE Transactions on Affective Computing, 13(3):1195–1215, 2020

Reference 40

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raw_fallback, observed 2026-08-15T20:58:10.651517Z

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=2026-08-15T20:58:09.532869Z digest=sha256:addc6e6e49c99d642bb692c86f2b01f9bdff4415ea481000c76295a7b06a867f

Observation 6e81284b-dd25-4aee-8438-46b8829bb8f1 · outbound

This paper cites Llama-vid: An image is worth 2 tokens in large language models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Llama-vid: An image is worth 2 tokens in large language models

Reference 41

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no resolver link, observed 2026-08-15T20:58:09.536155Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:58:09.536155Z digest=sha256:07a295465522841192270c5176eaf492e86b8b9aa214c398753fb055431a4ffd

Observation 3ed592b5-f920-4fe1-b3bf-afe645b2ef31 · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Evaluating Object Hallucination in Large Vision-Language Models

Reference 42

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no resolver link, observed 2026-08-15T20:58:09.540012Z

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source=pdf_text observed=2026-08-15T20:58:09.540012Z digest=sha256:7de50371a46281fb44d3953e47560dcd7680f69445b626f4605814e323111a6f

Observation ebe0af63-c279-4a8d-83c6-c379de27f72e · outbound

This paper cites AffectGPT: A New Dataset, Model, and Benchmark for Emotion Understanding with Multimodal Large Language Models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models AffectGPT: A New Dataset, Model, and Benchmark for Emotion Understanding with Multimodal Large Language Models

Reference 43

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no resolver link, observed 2026-08-15T20:58:09.543858Z

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source=pdf_text observed=2026-08-15T20:58:09.543858Z digest=sha256:46dd6fabb26ab795575648ed4bf24426608872cd5b0cbf2f3c7b5bcf561f87ce

Observation 8e5b04a7-3459-43e5-ab8a-124faacf7d9b · outbound

This paper cites Mer 2023: Multi-label learning, modality robustness, and semi- supervised learning.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Mer 2023: Multi-label learning, modality robustness, and semi- supervised learning

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.635054Z

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=2026-08-15T20:58:09.547698Z digest=sha256:eb81e9130d65a39c23bc6746532cce688255b9424d9af45e84a2a9156b1f2e43

Observation 5bbce74f-8cae-4618-9d2a-05d14106cae8 · outbound

This paper cites OV-MER: Towards Open-Vocabulary Multimodal Emotion Recognition.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models OV-MER: Towards Open-Vocabulary Multimodal Emotion Recognition

Reference 45

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no resolver link, observed 2026-08-15T20:58:09.550656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.550656Z digest=sha256:4f52f95dc5806440f8d842dbbc7b278d832cd00153d8f0241420f7ac4d36839a

Observation 198bedd9-91c6-44c1-8239-40601aeaf135 · outbound

This paper cites Explainable Multimodal Emotion Recognition.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Explainable Multimodal Emotion Recognition

Reference 46

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no resolver link, observed 2026-08-15T20:58:09.554312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.554312Z digest=sha256:fad983550297196f54bc1efbf70537c035b7e352618a36e47d541b6020599ce4

Observation c0d61671-7d29-4fc9-8a40-04f6b6a2cdc2 · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 47

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no resolver link, observed 2026-08-15T20:58:09.557666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.557666Z digest=sha256:32dc48993e00f302e6199d5d9c3f34f20bc36c3c611fa2d6627501672ec55baa

Observation 4cecdd57-ae1e-4765-9225-4dcb961fe8ad · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Rouge: A package for automatic evaluation of summaries

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.624819Z

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=2026-08-15T20:58:09.561254Z digest=sha256:974d07eb46f357abf9694a38cc0eba3f076afabb49e22d96c29039ddbb7bb39e

Observation 12a3da7e-8892-440a-be61-78982ff3b5ed · outbound

This paper cites DeepSeek-V3 Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models DeepSeek-V3 Technical Report

Reference 49

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no resolver link, observed 2026-08-15T20:58:09.564266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.564266Z digest=sha256:145246c40f6084333509d3a08abe9389f60ba242d55739e1aca18a523ae046d8

Observation 33f1d9ae-de9e-4b43-915f-899d6a2502c1 · outbound

This paper cites Visual instruction tuning.Advances in Neural Information Processing Systems, 36:34892–34916, 2023.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Visual instruction tuning.Advances in Neural Information Processing Systems, 36:34892–34916, 2023

Reference 50

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no resolver link, observed 2026-08-15T20:58:09.568692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.568692Z digest=sha256:62523cecb662e682579d868d937f4493b0398c277a27c553d159a1e91ebae507

Observation debf8eaf-5d84-425a-8b54-355a51251765 · outbound

This paper cites Phd: A prompted visual hallucination evaluation dataset.arXiv e-prints, pages arXiv–2403, 2024.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Phd: A prompted visual hallucination evaluation dataset.arXiv e-prints, pages arXiv–2403, 2024

Reference 51

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.608624Z

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=2026-08-15T20:58:09.571952Z digest=sha256:846c4fdf729bb3a435b80400d142e779402974e00ba9727d9dd9446d378a6449

Observation 26140772-de44-4c85-b235-07c2ada4aa56 · outbound

This paper cites imigue: An identity-free video dataset for micro-gesture understanding and emotion analysis.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models imigue: An identity-free video dataset for micro-gesture understanding and emotion analysis

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.598463Z

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=2026-08-15T20:58:09.575236Z digest=sha256:fd500d309a4072c7459cfcd847a358b832f0ee5effdc82edd27231cf51d0a606

Observation ef4755ba-be06-45fc-81c3-3d296a87f8e9 · outbound

This paper cites an unresolved cited work.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Unresolved cited work

Reference 53

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unresolved
raw_fallback, observed 2026-08-15T20:58:10.588317Z

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=2026-08-15T20:58:09.578538Z digest=sha256:987b1761e4a6ddc52adeaddaac1ff768519bbbe86ffeef3c98ac61c05abe0c2e

Observation c0d61e98-fe7b-4d89-8e6e-942b490d4281 · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 54

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.582364Z digest=sha256:1e6b8558cb10ec8e674876ba7bd002db64a3d6c615c4bb644074117d74d1b7e0

Observation 194bbd9a-7351-4234-bf22-8044fc98ba65 · outbound

This paper cites On Faithfulness and Factuality in Abstractive Summarization.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models On Faithfulness and Factuality in Abstractive Summarization

Reference 55

Resolution
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no resolver link, observed 2026-08-15T20:58:09.585857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.585857Z digest=sha256:d02fa50ab66d50d23f22e7b0324d53d1be1755d61b88fb9582ba968e6fa227d8

Observation 33833bb6-d046-4bbe-ad96-43dfc2c05956 · outbound

This paper cites Introducing mistral-3.1: our new small model.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Introducing mistral-3.1: our new small model

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.577940Z

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=2026-08-15T20:58:09.589656Z digest=sha256:7935a2560d3cf9492020bda9ebb8cad7aa7f41e89bd55fbc93d2cf39dbad57d9

Observation 2193d81f-0c57-45ea-a8fd-a0bc100647d1 · outbound

This paper cites A review on sentiment analysis and emotion detection from text.Social Network Analysis and Mining, 11(1):81, 2021.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models A review on sentiment analysis and emotion detection from text.Social Network Analysis and Mining, 11(1):81, 2021

Reference 57

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.568247Z

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=2026-08-15T20:58:09.593058Z digest=sha256:ee1a8f0f075384d1c02a0a9f44ded6530679711dd65cc6c65fb4d848f2bd75c2

Observation a6be3d18-cbc6-487f-bf04-a53fc05c3f28 · outbound

This paper cites Psychology Press, 2017.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Psychology Press, 2017

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.556342Z

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=2026-08-15T20:58:09.596720Z digest=sha256:a298359fc2f404631325575bf3eb49d33e9f732906f3147d0c9d7487545591c0

Observation b2c295fd-ae6b-4f63-b444-e14734f055dd · outbound

This paper cites Gpt-4 turbo and the next frontier of intelligence.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Gpt-4 turbo and the next frontier of intelligence

Reference 59

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.544569Z

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=2026-08-15T20:58:09.600313Z digest=sha256:2a2faae9b40c29b677acd083292b4fd3f21940dea152af632b145c77f9ef3705

Observation 29b56a48-d09e-4339-b9c9-fa54e042b4b0 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Bleu: a method for automatic evaluation of machine translation

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.534009Z

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=2026-08-15T20:58:09.603823Z digest=sha256:26a0a3ceba4e29c86b37202c4e0e63829a267ec1ca39894dcaf47cb3f2c240a8

Observation 096b9a4d-f726-410d-ba89-b05462c320a5 · outbound

This paper cites Red Teaming Language Models with Language Models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Red Teaming Language Models with Language Models

Reference 61

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no resolver link, observed 2026-08-15T20:58:09.607097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.607097Z digest=sha256:cec5deea260e846c2258cf054f26a158c917e6affadcec223f9cfde34fd37517

Observation 91877e71-9089-4f5d-b490-d109f075ccc3 · outbound

This paper cites ALOHa: A New Measure for Hallucination in Captioning Models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models ALOHa: A New Measure for Hallucination in Captioning Models

Reference 62

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no resolver link, observed 2026-08-15T20:58:09.610899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.610899Z digest=sha256:dcc6d757a48f709c0c8f98c81b430bb4f6641a3a9aa1da51d2cbf19465fb10ba

Observation 6f25dc7e-0a27-44d5-b75d-847716f3733d · outbound

This paper cites Qwen 3: A family of scalable language models.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Qwen 3: A family of scalable language models

Reference 63

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.522880Z

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=2026-08-15T20:58:09.614860Z digest=sha256:8a8e163768e96c6f46c5d1810ce8b1dca1ba9225643038c5fc44dc97bdd139a1

Observation 22f5922a-89a9-416d-a034-e8f7421a0287 · outbound

This paper cites Preview of qwen-vl-72b: Advancing multimodal understanding.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Preview of qwen-vl-72b: Advancing multimodal understanding

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.512319Z

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=2026-08-15T20:58:09.618292Z digest=sha256:0e017381a896262acfaf12bc592600ddd8d6c1a964feec2102a75c46d7306da2

Observation 1323a849-22a8-4cce-8591-1a30b22598de · outbound

This paper cites A multimodal emotion recognition system using facial landmark analysis.Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 43:171–189, 2019.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models A multimodal emotion recognition system using facial landmark analysis.Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 43:171–189, 2019

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.501418Z

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=2026-08-15T20:58:09.621579Z digest=sha256:deeca0357ec19c6d5d627850b93370945c6acd1931ebd2234b2c27efd96a913b

Observation a9f938dc-aa13-4459-a30f-6b1bc6b236e1 · outbound

This paper cites Object Hallucination in Image Captioning.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Object Hallucination in Image Captioning

Reference 66

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no resolver link, observed 2026-08-15T20:58:09.625351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.625351Z digest=sha256:3374b5f01404af22a740fab6dc759c59bac77841f515178a4d896280f0a5fb51

Observation 914e0d95-bfe8-41e0-8ae1-1c42de18a085 · outbound

This paper cites A circumplex model of affect.Journal of Personality and Social Psychology, 39(6):1161, 1980.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models A circumplex model of affect.Journal of Personality and Social Psychology, 39(6):1161, 1980

Reference 67

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no resolver link, observed 2026-08-15T20:58:09.628974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.628974Z digest=sha256:1d9ad40590f4b7485c1a115f1d03686ccec8c29dced61c7adefeb81139973a82

Observation e192fb2e-e770-45d9-9d8c-4ca437154b92 · outbound

This paper cites The dynamic architecture of emotion: Evidence for the component process model.Cognition and Emotion, 23(7):1307–1351, 2009.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models The dynamic architecture of emotion: Evidence for the component process model.Cognition and Emotion, 23(7):1307–1351, 2009

Reference 68

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.484590Z

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=2026-08-15T20:58:09.632358Z digest=sha256:fa3b0607af82538c221c160d104f06812e96c25a022824ede14e4ca613d34dcf

Observation 4041eb6c-800c-4776-84f0-f10a7828fbf4 · outbound

This paper cites Shiota and James W.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Shiota and James W

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.473269Z

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=2026-08-15T20:58:09.635712Z digest=sha256:40f5d6e37caef2ac1adc22d11e5046a54512e80ffa8b6a831faef7957ac8b294

Observation dd13d2d1-fd08-434b-a78f-19f8dc7f5e17 · outbound

This paper cites Dimensions of appraisal and physiological response in emotion.Journal of personality and social psychology, 56(3):339, 1989.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Dimensions of appraisal and physiological response in emotion.Journal of personality and social psychology, 56(3):339, 1989

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.462865Z

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=2026-08-15T20:58:09.639177Z digest=sha256:1f7a44bbadb2615d9c5d14969a60b79a1c1ed980ca2976e7d863810586881129

Observation f1492357-b6a8-47b0-baab-93bd6f1b70d6 · outbound

This paper cites Aligning Large Multimodal Models with Factually Augmented RLHF.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Aligning Large Multimodal Models with Factually Augmented RLHF

Reference 71

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no resolver link, observed 2026-08-15T20:58:09.642525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.642525Z digest=sha256:706f8b1921c43f2a606a8ded8071ce0781272edb0e17da096d4fcb2eb36910d6

Observation a9f36a55-4e83-4b56-9f4b-fe3e4c1e54a7 · outbound

This paper cites Gemma 3 Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Gemma 3 Technical Report

Reference 72

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no resolver link, observed 2026-08-15T20:58:09.645758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.645758Z digest=sha256:a76b0e4a7080e4cc27abf95d3e09a03ded383f48c45856f95e9063e140188361

Observation bf92c80c-c258-4224-b3ea-3e2b112341c0 · outbound

This paper cites Qwq-32b: Embracing the power of reinforcement learning, March 2025.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Qwq-32b: Embracing the power of reinforcement learning, March 2025

Reference 73

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source=pdf_text observed=2026-08-15T20:58:09.648992Z digest=sha256:415926ee23333302a978f538917a9e2c4e45b7a125e72ae288466cf905837922

Observation b1460e72-1461-46b5-b32e-fff26ea916a0 · outbound

This paper cites A Gold Standard Methodology for Evaluating Accuracy in Data-To-Text Systems.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models A Gold Standard Methodology for Evaluating Accuracy in Data-To-Text Systems

Reference 74

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local_arxiv, observed 2026-08-15T20:58:09.936144Z

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=2026-08-15T20:58:09.652251Z digest=sha256:8b5295cc8755f3a4c334ce8ec13ef92d00a8c091d5c752ebc6dcc16816e940c0

Observation 08e04254-bc91-493d-bf9a-3767dedf35c1 · outbound

This paper cites Eyes wide shut? exploring the visual shortcomings of multimodal llms.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Eyes wide shut? exploring the visual shortcomings of multimodal llms

Reference 75

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no resolver link, observed 2026-08-15T20:58:09.655969Z

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source=pdf_text observed=2026-08-15T20:58:09.655969Z digest=sha256:eb3dcd4803475196a005bb4e19d7c6993776648fec672a7013982fcfe2bb99be

Observation 70d0e337-0ca7-4b99-bcc8-22f7a2309f8b · outbound

This paper cites AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 76

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.659379Z digest=sha256:aca1e33493736a30a48d5209811d008a9738ea75cbc61685eaa702387df840f2

Observation b63fc194-577c-43fc-b3b5-8d6e78ddd25f · outbound

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

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models VideoHallucer: Evaluating Intrinsic and Extrinsic Hallucinations in Large Video-Language Models

Reference 77

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no resolver link, observed 2026-08-15T20:58:09.662701Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:58:09.662701Z digest=sha256:acdbb5e329e5dd797f66fbbeac00bcf92f3bc0540b9b708ba1cdc2eeaeb5cb5a

Observation 6991cfea-ea23-4cb0-8ace-64751a5dcd4b · outbound

This paper cites A comprehensive review of speech emotion recognition systems.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models A comprehensive review of speech emotion recognition systems

Reference 78

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.438796Z

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=2026-08-15T20:58:09.666292Z digest=sha256:669f5cf84d4ecc5861f7ae8ad85219ab6206589e9de188379fb6c522b754407d

Observation 8d994ce7-4280-44be-87b8-e49a44ee1ebb · outbound

This paper cites A survey on sentiment analysis methods, applications, and challenges.Artificial Intelligence Review, 55(7):5731–5780, 2022.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models A survey on sentiment analysis methods, applications, and challenges.Artificial Intelligence Review, 55(7):5731–5780, 2022

Reference 79

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.427997Z

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=2026-08-15T20:58:09.669705Z digest=sha256:8b4a0245ca044fbfdf2d735349ef54480715e0a63f7c4e296df282177b15d37f

Observation 6c6cf2f1-f6be-42a9-9c0e-682ecafdc136 · outbound

This paper cites Wilf and collaborators.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Wilf and collaborators

Reference 80

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.416956Z

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=2026-08-15T20:58:09.672952Z digest=sha256:f314cc16db0537fab39d2f2b5e7e2b7f758a95a1042e1daecc3365486ef429b2

Observation 2528b91f-7bc4-44ea-9751-e32fa90c3851 · outbound

This paper cites EMO-LLaMA: Enhancing Facial Emotion Understanding with Instruction Tuning.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models EMO-LLaMA: Enhancing Facial Emotion Understanding with Instruction Tuning

Reference 81

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no resolver link, observed 2026-08-15T20:58:09.676122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.676122Z digest=sha256:591a047dd5a47b9bfeec02aa0cae4632c7906b2121b3cbdf412d24a5307122fa

Observation 30ee03f5-22c3-4de1-8532-52ba249ca34d · outbound

This paper cites Qwen2.5-Omni Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Qwen2.5-Omni Technical Report

Reference 82

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no resolver link, observed 2026-08-15T20:58:09.680062Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:58:09.680062Z digest=sha256:653113eef23717d297c272c4929b7c5879a3c80d6c3433edabdc6e11bafaa497

Observation 041dc7c7-91ad-4fdc-b4f3-c36db8bd8ce3 · outbound

This paper cites Qwen2 technical report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Qwen2 technical report

Reference 83

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.407054Z

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=2026-08-15T20:58:09.683799Z digest=sha256:8ad2bf0396fc37d972786ec78f0ca8f0e2007cbc5bd6c6fd6a998d92c9f3c4e3

Observation e5828685-d08e-4062-a195-d0b4c2dd2aaf · outbound

This paper cites Qwen2.5 Technical Report.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Qwen2.5 Technical Report

Reference 84

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no resolver link, observed 2026-08-15T20:58:09.687137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:58:09.687137Z digest=sha256:eb9dd36e18372789204e3322b5eb0b1ebd9cef776bf48b3bb5ae434f9dab7a55

Observation 5191f8cd-394d-4ac5-a505-a52cc6b0c656 · outbound

This paper cites Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Omni-Emotion: Extending Video MLLM with Detailed Face and Audio Modeling for Multimodal Emotion Analysis

Reference 85

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no resolver link, observed 2026-08-15T20:58:09.690473Z

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source=pdf_text observed=2026-08-15T20:58:09.690473Z digest=sha256:50408cfcfda09679fba11e9932bb6492b163e5726891d1909ad62daefb5d3650

Observation fac83c38-9061-4e90-b41a-38a9ab9ffd73 · outbound

This paper cites Woodpecker: Hallucination correction for multimodal large language models.Science China Information Sciences, 67(12):220105, 2024.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Woodpecker: Hallucination correction for multimodal large language models.Science China Information Sciences, 67(12):220105, 2024

Reference 86

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no resolver link, observed 2026-08-15T20:58:09.694335Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:58:09.694335Z digest=sha256:c58a86d3f3e72cdc5219b354c60049fb28a2b17666d9da07c84abea91352e731

Observation 63b5f205-eabe-4619-8bc8-27a442d44790 · outbound

This paper cites Social- iq: A question answering benchmark for artificial social intelligence.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Social- iq: A question answering benchmark for artificial social intelligence

Reference 87

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no resolver link, observed 2026-08-15T20:58:09.697757Z

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source=pdf_text observed=2026-08-15T20:58:09.697757Z digest=sha256:bde3cedb6c09f9e524d7a8c4393e5d4872d0a0e8eb0626a5e4195494e3efa45a

Observation 55488873-88a5-4719-b31b-f302b9934eda · outbound

This paper cites Tensor Fusion Network for Multimodal Sentiment Analysis.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Tensor Fusion Network for Multimodal Sentiment Analysis

Reference 88

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no resolver link, observed 2026-08-15T20:58:09.700995Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:58:09.700995Z digest=sha256:08aa89746d55cff12d97bcd2c9be2d621a024ae5b18db832b168524213931a0a

Observation beeae131-beb6-44c3-a806-38f751d99351 · outbound

This paper cites The neuroscience of empathy: progress, pitfalls and promise.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models The neuroscience of empathy: progress, pitfalls and promise

Reference 89

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.384795Z

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=2026-08-15T20:58:09.704572Z digest=sha256:26ce929603de33ca3c80ed0802f4f6e9113edaedb7574897f93ac224418eadb5

Observation 88a5f4d3-3cfd-4424-8b35-4cb37c36d137 · outbound

This paper cites Development of emotional intelligence: Towards a multi-level investment model.Human Development, 46(2-3):69–96, 2003.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Development of emotional intelligence: Towards a multi-level investment model.Human Development, 46(2-3):69–96, 2003

Reference 90

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.374006Z

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=2026-08-15T20:58:09.707834Z digest=sha256:f0455ec2e326837d499be684e22b9c9a1fa05aee6578e02e88f93c05e9e1d1cf

Observation 4eaf3dc3-f8e3-4f0a-8d01-0045367d1dde · outbound

This paper cites Eventhallusion: Diagnosing event hallucinations in video llms.arXiv preprint arXiv:2409.16597, 2024.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Eventhallusion: Diagnosing event hallucinations in video llms.arXiv preprint arXiv:2409.16597, 2024

Reference 91

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no resolver link, observed 2026-08-15T20:58:09.711092Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:58:09.711092Z digest=sha256:c4a8624080d313c178eaeaff5273e43b2acf4d3fc4093e99defad711b5037cb0

Observation 813242d8-ed6f-4010-ac86-120e8d9be924 · outbound

This paper cites How Language Model Hallucinations Can Snowball.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models How Language Model Hallucinations Can Snowball

Reference 92

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no resolver link, observed 2026-08-15T20:58:09.714257Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:58:09.714257Z digest=sha256:f74e3a55ca48d0855c1f3e039098d9c234c5f0d5db82cf51c8ba03fd7d7aef19

Observation 7e34b17c-7ed9-41bf-a34a-e12996e9d963 · outbound

This paper cites Adaptive co-attention network for named entity recognition in tweets.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Adaptive co-attention network for named entity recognition in tweets

Reference 93

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.364161Z

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=2026-08-15T20:58:09.717840Z digest=sha256:98399fba7d0d1fd46eed24e609f30b2e63b3fa1fd42dceaf0b4292d6d2ea36ce

Observation c80da5ba-7730-4958-b7cc-c1d6154c17e4 · outbound

This paper cites DialogueLLM: Context and Emotion Knowledge-Tuned Large Language Models for Emotion Recognition in Conversations.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models DialogueLLM: Context and Emotion Knowledge-Tuned Large Language Models for Emotion Recognition in Conversations

Reference 94

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no resolver link, observed 2026-08-15T20:58:09.721220Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:58:09.721220Z digest=sha256:1db89faf1ef66aef98e06f89cfc35e1793059ead86bdf7975a12fbb6199bed56

Observation 43ca2f3b-446a-43b2-93ba-6b0096ddbe0d · outbound

This paper cites Affective image content analysis: Two decades review and new perspectives.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(10):6729– 6751, 2021.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Affective image content analysis: Two decades review and new perspectives.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(10):6729– 6751, 2021

Reference 95

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.352578Z

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=2026-08-15T20:58:09.724954Z digest=sha256:79698ead371800b34232c1aeb71a22ec4c8a26cfa8fb93dec2add626b4cc2276

Observation eb300b9a-d25f-4d08-ada6-5c92f3c22f10 · outbound

This paper cites According to [Theory Name].

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models According to [Theory Name]

Reference 96

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.342462Z

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=2026-08-15T20:58:09.728301Z digest=sha256:83e919d6574b8cdff1adbb1640fe55fd2dc790d1642e650301c0b8721bdbec12

Observation 81b9b78d-199b-473e-ad25-8801d34dc89a · outbound

This paper cites • Identify contextual elements in the environment (e.g., indoor/outdoor, weather, time of day, symbolic objects like candles, rain, broken glass).

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models • Identify contextual elements in the environment (e.g., indoor/outdoor, weather, time of day, symbolic objects like candles, rain, broken glass)

Reference 97

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.332659Z

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=2026-08-15T20:58:09.732631Z digest=sha256:a3007be5a907eecd8232a6fc505e37f8db708f91301ae80402b982b9a0c05047

Observation c9d56697-63c2-4f0e-b3c3-8f2e80de9ffa · outbound

This paper cites I’m scared,.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models I’m scared,

Reference 98

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.321286Z

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=2026-08-15T20:58:09.736413Z digest=sha256:b03a7e648a2790c1261362b95cd0c39007e6a2c5ede344fdb7b4f0f8cd498fb0

Observation b76e5f29-d383-449d-b8a2-fe4ea82a15d5 · outbound

This paper cites an unresolved cited work.

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models Unresolved cited work

Reference 99

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unresolved
raw_fallback, observed 2026-08-15T20:58:10.310511Z

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=2026-08-15T20:58:09.740122Z digest=sha256:b740675363387d0623c1199facc027e8e6b3d22ffe3c2b5160f24b1670febf29

Observation 52d5a5c8-68e5-477b-a730-9b466c3a6d81 · outbound

This paper cites intense grief).

EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models intense grief)

Reference 100

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verified fuzzy
raw_fallback, observed 2026-08-15T20:58:10.299370Z

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=2026-08-15T20:58:09.743743Z digest=sha256:de0defcb485df3f01fe1faab392d39c024dbb457897a44d6aa4d578b82fab326

Pith citing papers

Observation b2476636-2803-43ed-9994-3fdcb585eef3 · inbound

Insights from Visual Cognition: Understanding Human Action Dynamics with Overall Glance and Refined Gaze Transformer cites this paper.

Insights from Visual Cognition: Understanding Human Action Dynamics with Overall Glance and Refined Gaze Transformer EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models

Reference 92

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verified exact
arxiv_id, observed 2026-05-11T05:26:01.632609Z

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=2026-05-10T18:07:41.426142Z digest=sha256:ddb1172444f93d30905ab3dfa704af5a59df678d74d368a89a9524cfb60ced86

Observation d365d927-1b1a-489f-a701-abd20f49f0da · inbound

Personalized Emotional Intelligence in Generative AI through Symbolic Affective Reasoning cites this paper.

Personalized Emotional Intelligence in Generative AI through Symbolic Affective Reasoning EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models

Reference 70

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no resolver link, observed 2026-07-14T10:03:11.972065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T10:03:11.972065Z digest=sha256:edbdfe0da2876fcc2a5c3e57eb2f8bf393ee9f252b4679796e761b19bc4253b7