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Paper Citation Record · LEDGER

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark

As of 9 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2508.16859.

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

pith.paper-citation-record.v1
2508.16859 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:13:08.107303Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

69 of 69 outbound references displayed

  • verified exact2
  • verified fuzzy4
  • unresolved63
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e75e522c-c8c2-4c84-b273-6da53fb2f435 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.405146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:05.519731Z digest=sha256:dec076e227643b31031df15065fc6d0ac08aa1bcd71e2a866847c65df6fef47d

Observation 732e1f94-5e98-47cc-bc01-bbc20db84576 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:05.587946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:05.587946Z digest=sha256:f36e1bed75c93b46a410d45a3996c144cb3a0513aa084aac9e565910c7f7b138

Observation 4dda1526-ef3b-402d-807b-5b0c46585244 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:05.677868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:05.677868Z digest=sha256:fe640e061cdc1c58aaa90aba4345cfe8612fa1e2613d100482b4f8b37e0be8bf

Observation c14a31b1-1777-4449-b8c5-8be6b6a481cd · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.376845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:05.847913Z digest=sha256:8b0cbf963cc2cbc30b60da44b1b600b8727ed805207a4545e2b62c6fde746795

Observation ea14db05-ebb2-4935-96bc-d8559c0b8a65 · outbound

This paper cites ShareGPT4Video: Improving Video Understanding and Generation with Better Captions.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark ShareGPT4Video: Improving Video Understanding and Generation with Better Captions

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:05.984791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:05.984791Z digest=sha256:605bbbedf7ef8317972cbac7983544ae1c89d65e9aff76cf14c2c9a39e181b00

Observation 7d1d0059-2042-4cb1-a8b4-f272ef124b2b · outbound

This paper cites Emotion-LLaMA: Multimodal Emotion Recognition and Reasoning with Instruction Tuning.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Emotion-LLaMA: Multimodal Emotion Recognition and Reasoning with Instruction Tuning

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:06.075857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:06.075857Z digest=sha256:df45ba94c362cf20963739b5019f9a7c91cf01d613a6aaa7f46670a0e1e8842a

Observation 3fb0cb53-2ed0-415a-aa46-bd73c21f8650 · outbound

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

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:06.159347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:06.159347Z digest=sha256:01c678a69ce58652f351705f11bfa61ec42ee4ddc353052f66357e2d541415bf

Observation 389c554b-6ab4-480a-b2d1-a12f5e6c38ec · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:06.249665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:06.249665Z digest=sha256:752c1b09ddb457f69ee406d79ba70cabb6ea13c5359ef4be715084f450ea3221

Observation 834c21b6-ab2e-4bd9-af3e-f62c90727602 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.349201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:06.339759Z digest=sha256:ec81cc18541d7cb59d95bd8fdeb4965984d067a546f034b5385185a90cf7d531

Observation 9423a914-4a6d-4979-b516-5f7de9fdf164 · outbound

This paper cites FAF: A novel multimodal emotion recognition approach integrating face, body and text.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark FAF: A novel multimodal emotion recognition approach integrating face, body and text

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:06.434869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:06.434869Z digest=sha256:6cdb5de584fa01a11385eed3494a1b6af8d2b54ce6f7221700615975b1983bb3

Observation 7526809b-5f9a-4e0e-951a-96f68c70e254 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.326489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:06.518257Z digest=sha256:7e5af46025d81fe4a9658880d66b1f4a038051604da2d4b8f5c9d03cb5f5a786

Observation cd084c4b-d8e8-49fe-9c16-a237190f0a39 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:06.604599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:06.604599Z digest=sha256:987f0192a46ed3a8f7224cf8d73e4d760a5abf1191cfa37939c6e97313a01442

Observation e8092681-94dc-40b0-8456-ce6400790b09 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.279266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:06.790027Z digest=sha256:a28d120f8720ad062dbdecb5b937e4cd88f5241a0654428bd0a5e4b9de394a71

Observation e1f913b8-5ff0-4683-9cb7-5082f7a26c48 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.265217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:06.897082Z digest=sha256:ca4ed34df61f41fcff743af0a170cf4a6b4d760263f833ed04248be187cf7890

Observation 48e4de2f-2bac-468e-b87f-b901afcbe757 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.252376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:06.979671Z digest=sha256:a085b0c0c0c42f7275a1abd632b033ec7c91bab9c27534c81e0a11cbde512bd4

Observation 57a4fba6-d9f5-4bc1-b7e8-c569f7a54ef6 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.228001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.148606Z digest=sha256:e743212bedb6f846680bbb536a598b3d615e40a4b64e131227eae0943d1d0db6

Observation 97f4482b-5d9d-4a45-a65e-b6bb2c3bb729 · outbound

This paper cites MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.219278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.219278Z digest=sha256:85e69e472a499f8f1b8df0d8e2551c4cca7a140a62ccbbe10f202e850aa68269

Observation b75ecfab-c9bb-4931-b3dc-f3a637a9883b · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.338230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.338230Z digest=sha256:82f8f7d1f0a4af2133691c445e2ce57a31d7dc9f00b6b5bac309ba6bcf69ac69

Observation 5b542ac3-282c-4872-84e4-c8b7310b6dbc · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.205438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.427655Z digest=sha256:debdbb2e53c51a921f1f631b81ea5aa6dcb069d777de93ea5261e8fca2521af3

Observation 4c5aefc1-623a-4970-a569-9fe9be5a3258 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.185959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 15ecf628-7c09-4a99-a955-bc2e90e71ac8 · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.599560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.599560Z digest=sha256:cdb2ddfb31fd64a722f9ce4a44309f1943d8a429e7f89c3010e671c6210fa614

Observation 844db2a6-5923-467f-8af6-5b798541e1dd · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark VideoChat: Chat-Centric Video Understanding

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.701705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.701705Z digest=sha256:ac1ac4fcaa279711aff8513cff8c39ffebc13bb04eb8356b42079002fc2fd2ff

Observation 3434fa3a-3bf1-427a-8c51-5f56facb69cc · outbound

This paper cites Self-Instructed Derived Prompt Generation Meets In-Context Learning: Unlocking New Potential of Black-Box LLMs.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Self-Instructed Derived Prompt Generation Meets In-Context Learning: Unlocking New Potential of Black-Box LLMs

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-05T17:13:08.747954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 23f79d68-a403-4e9c-8294-634ec395614a · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 24

Resolution
verified exact
raw_fallback, observed 2026-08-05T17:13:08.570440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.871461Z digest=sha256:13156049fc907db34a9b3898e97be11959394440b4b716e877bf071e870089f4

Observation 67d925de-95e6-45a5-9545-3177c2eea541 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.171211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.948496Z digest=sha256:0a7a7544a6739cc2e78b4d59a9d61d3f0d79c3a7ae720550ad6ffa1ae9059c8d

Observation 51be394a-5e20-43b7-b812-11292e92281f · outbound

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

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.952264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.952264Z digest=sha256:186c7d7d41c12bae5ba93795e96bb5c1ff5245001a4577043dcff604ea7d7b11

Observation 1f9b4e37-a444-4bba-acd3-a1446d479532 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.159587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 88489a0b-8494-45e7-aacf-66cd7114ca4e · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.146731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 79c268f5-c947-4a8e-8f28-7abb20b5a7ef · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.135759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation b32b4851-901d-4c58-9ae7-bbab845eeaf3 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.970121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.970121Z digest=sha256:37c7b838a10ca8b6dbf4961ece8fa38f818e5013047e8a7c14bcc107881cb1f5

Observation 45cc20b3-ad38-427a-a114-974f9ab5345f · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.115577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.977741Z digest=sha256:c0f39cda89c2cc8a8c890dee4be225c481348e40c2d0dc63960df6fc019b49f3

Observation 464776f6-f0ba-4b44-822c-6e8ed17e1785 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.105075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.981524Z digest=sha256:6c2a2071e44d91262598f365f47d67e8cf69ab082817c2f8c9d7891dc068a798

Observation cc12e840-1167-461f-8104-8d71b4769d88 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.093858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.984928Z digest=sha256:f22e726ed4db5961648d17fb33ce692c60bf0637f3ef858ceea352d523f7e600

Observation 8057417f-4cb4-417b-b978-e8b9406bddae · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.082632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.988284Z digest=sha256:e65131a86b6f36d2f445115076c55fe18d0702a0478cc37d5c17d37fb726f2a9

Observation 1a4ea820-0336-4651-aa1f-c3cf0880eb1c · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.072023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.991584Z digest=sha256:51d600a3392074ed069a98d1a87d47a713964cded7dcc87e5cce922305a8f761

Observation 6203de18-52cb-4342-baa2-eae99658d5c9 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.994833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.994833Z digest=sha256:7a8df0147921595de0da37cab95909804995a13986520e6b553c5856061da1f5

Observation ef128d14-1823-4700-947e-10af4ba3c72b · outbound

This paper cites Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Towards Empathetic Open-domain Conversation Models: a New Benchmark and Dataset

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.998728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.998728Z digest=sha256:910e68da063610231125a243bb8c4620c0594a62b9b9171c84032d5cb0d3bd8b

Observation c5b3dbd4-ba0b-44f1-a8d1-1735c0c5e73e · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.053002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.002278Z digest=sha256:ad64af218b4539e68be3e3bdc62e816d0d9b81946a3ac68c0e8b3e5772bbbdef

Observation 6dbf51d2-2898-4f35-a9dd-aab0055580c5 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.040652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.014833Z digest=sha256:86ace8d84fcbfab82530e337182adae579eaef1a9f5beb6d3abcfe1a03192e2d

Observation a2579fbc-4067-465d-a20e-425d7bc0a2b8 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.029401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.019187Z digest=sha256:0ec1b39d080242a96ffcfdeb0a9a1748eec66b5d18bac29983f485a24e6d4e50

Observation 8e2492ce-5b92-4203-bcce-390043777933 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.016573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.022904Z digest=sha256:7eb5b8d5676be59da3a6425f7b65fb920da4183cf0425b233997389a693848d5

Observation 69ef2ebd-6923-438e-b005-31d07e57836a · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.993683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.030614Z digest=sha256:7c8525bd80a1ab7e10dc7ff41462f801e1a5f655e134226bc8455dfead24abfe

Observation 933620c3-3c5d-4885-90e7-20d725a97951 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark LLaMA: Open and Efficient Foundation Language Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.034197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.034197Z digest=sha256:14887b21575374d57e66ade8ccc6a94e1b048ea796fbd7dfe24796bc419d6f29

Observation c42a1013-1461-4778-8c06-b7edbd901303 · outbound

This paper cites Dreaddit: A Reddit Dataset for Stress Analysis in Social Media.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Dreaddit: A Reddit Dataset for Stress Analysis in Social Media

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.038353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.038353Z digest=sha256:2d8ecc040890c5543fc441843cfaefaa8696dc3501d6e019436404ba1fd6cf64

Observation 60c8ae63-b1f4-4588-a9fd-9dc9c944d0aa · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.041586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.041586Z digest=sha256:92ae4f5b05a75e5e874f3da5be73974d5f9da81fe9d6349769ce1cad30621f9f

Observation 0b254268-ea50-47fc-bf5e-de1358a07982 · outbound

This paper cites In Proceedings of the 31st ACM International Conference on Multimedia.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark In Proceedings of the 31st ACM International Conference on Multimedia

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:13:09.005138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.027117Z digest=sha256:ec0a76b96447d61011396dc8b3ea646dd72344b182e922ec4e4ebf44a3a5d21b

Observation d20a879f-66e9-4036-854f-3cb5dc989c1f · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Finetuned Language Models Are Zero-Shot Learners

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.048793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.048793Z digest=sha256:91f68b8163f83861c7fba611af424f1a2c78fa10a1739cdc93cb678d64b177d7

Observation 4aa04bef-7909-4aaa-ad1f-f75aca149122 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.052613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.052613Z digest=sha256:ccefd405bd02ec6abf1cba0d787a16dd788166bb92b0c4c8e3069f86ce3d3c8b

Observation 464434eb-7fa3-49aa-b92f-2a814862bdee · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.968568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.055975Z digest=sha256:e666ba073eddfdd8167c1868e966b193bbc6131aa53e5bf3686194e65d7fb1be

Observation 7a3ec6cb-c905-462f-b18b-effbf3b92f70 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.957414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.059516Z digest=sha256:f7f1c25c9ffb5cfe6dab416c776315c2f540efe098b3f16d877802ac68c9ae35

Observation ff766519-ef13-4409-af69-1826248e572a · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.045053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.045053Z digest=sha256:bdca7ffc95a6ccac820f5e673f9a6a1bfd6c2d98e9e90a20b84b7af97aaa364b

Observation 9c931404-c032-46f4-9a90-45c50b555780 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.935957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.066051Z digest=sha256:92b862c5eda13cdd495fa45285e38d098d68815a90e17e821761f6122b88e2bf

Observation c1f4f801-25f5-4f0f-8122-70e9ec01d806 · outbound

This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark WizardLM: Empowering large pre-trained language models to follow complex instructions

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.069316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.069316Z digest=sha256:3de96154890e4f2a4cb6a89d1c7848f6e0e145e034b33468cac238d303e8b72c

Observation e703e0a0-531b-4e15-b59f-fd672a714cb3 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.924061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.073087Z digest=sha256:6c40e9ca978944e374bd076e35b5c12f2dc1b86b9afde9d433451d9e744bc5ce

Observation 3da926a6-f313-47a3-954a-cc2967c60026 · outbound

This paper cites List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.076343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.076343Z digest=sha256:8d62868b7fc394f8075ad5b0c41b1cb1729f8c01056396ca4fa0079975e0fcab

Observation 0c570132-11ab-4664-9948-e5438ded5133 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.946855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.062675Z digest=sha256:04fb21520fa02810a31571ab005b5a42c5ef962bf9d23fac09d09431788561ed

Observation 3834ffb0-2b29-4314-912b-e2360205980b · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.900285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.082963Z digest=sha256:90e7e91e8a99cac6d63fce834df8cd0a18059da8e5ce02c5af25eae48f5c0fe0

Observation af1430fc-e2dc-4821-89de-36a1c1cbbe52 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.889585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.086241Z digest=sha256:44f9cdde3613d7109ec21c304b01df5a5b7c8569bbcf94eb8e1212d805a94246

Observation 5d958a74-4b47-4aa4-8f54-8267591a0503 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.878670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.089463Z digest=sha256:b33c072076bfa14d2f6a59b4a7857c8a426ae0f0815f41e0bcae19dcde4d9d47

Observation 0aba231a-144f-407d-8d7b-9f3456e91678 · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:08.868168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.092588Z digest=sha256:edd422ab3d4663959eeea54c154edfa0556e44b464e339c31cc10dbe605c1ec0

Observation 19f7ab63-4b55-4b6b-af22-c367e428befe · outbound

This paper cites Chi, and Denny Zhou.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Chi, and Denny Zhou

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:13:08.911889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.079745Z digest=sha256:1d55208e6331dab8ad62ce9fb67e5d3ac70354cd85cfb673f7d3ce788bf3011b

Observation 5d3013a8-c5cd-43e0-bdfe-d4519226568b · outbound

This paper cites SVIT: Scaling up Visual Instruction Tuning.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark SVIT: Scaling up Visual Instruction Tuning

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.100077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.100077Z digest=sha256:b1a3e351d441a746839573458d78b2e82d26788e60b8b645e2ccb6f3412fc1f5

Observation d001ec0d-55c6-4356-9c3b-c26b15920aab · outbound

This paper cites Chi, Quoc V Le, and Denny Zhou.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Chi, Quoc V Le, and Denny Zhou

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:13:08.856822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:08.103403Z digest=sha256:e709559337724e8210df3af3155a5324a73c8fc7c63b6c38ba2b3f5fdf92ffc2

Observation 92786083-b1d7-4def-9f9e-5fb5b8a4b82e · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.107303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.107303Z digest=sha256:7c953ca2a1af579b14e22ef248e062889b5cdd623a6aede15c8340330d4df9ce

Observation 9f7999db-19ce-4621-af6c-b8935cf10a27 · outbound

This paper cites LLaVAR: Enhanced Visual Instruction Tuning for Text-Rich Image Understanding.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark LLaVAR: Enhanced Visual Instruction Tuning for Text-Rich Image Understanding

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:08.096024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:08.096024Z digest=sha256:cf457da1782adaf736e02e9b9ea4da54aa9d53c3cf6bc64b7430e8ae98221563

Observation 1338ecd0-323a-4b3a-b8bb-c9686f3352af · outbound

This paper cites an unresolved cited work.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Unresolved cited work

Reference 2014

Resolution
unresolved
raw_fallback, observed 2026-08-05T17:13:09.294435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:06.704956Z digest=sha256:3d336d6c94ab939779d4cd676584c55700ab18ca2d1b1236590f3e14d8a0e9cc

Observation ec614a4a-9aeb-4948-a5ad-cb5d55c26644 · outbound

This paper cites In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T17:13:09.239747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T17:13:07.063714Z digest=sha256:ef7fbf51e24a05f73777dc84485892d343be793622b369e30e465ca4c2f1105b

Observation bbe44f30-f85c-43b2-ae98-ddd6a875e668 · outbound

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

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.973742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.973742Z digest=sha256:d2834afeb92733e85b40cd89c92a33f7f4f5769f2108463892ccf1fb7a86571f

Observation 658ce853-647e-4c11-9558-ed2cef15393e · outbound

This paper cites Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution.

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-05T17:13:07.966651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:13:07.966651Z digest=sha256:ec7c6c33483509749f954904aaa07edbb62722e7b9044cdba5f18ede58830627

Pith citing papers

No inbound Pith citation observations are available.