Paper Citation Record · LEDGER

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs

As of 6 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 2 inbound Pith citation observations for arXiv:2601.13836.

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

pith.paper-citation-record.v1
2601.13836 v2

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T09:30:05.747416Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-11T01:53:01.939765Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T09:46:26.384867Z

Reference resolution

71 of 71 outbound references displayed

verified exact0
verified fuzzy0
unresolved71
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5342e9b2-2050-4423-834a-b4495beb432b · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Flamingo: a visual language model for few-shot learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:58.247681Z

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Observation 117b96c1-1289-4c89-8fa5-b8541330e63b · outbound

This paper cites Claude haiku 4.5.https://www.anthropic.com/news/claude-haiku-4-5, 2025.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Claude haiku 4.5.https://www.anthropic.com/news/claude-haiku-4-5, 2025

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:58.342803Z

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Observation b9b5dc81-54ec-4d9e-8b4a-050b10c77247 · outbound

This paper cites Qwen3-VL Technical Report.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Qwen3-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:58.420522Z

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Observation f93242b4-56c5-4950-9ebf-df4fbbcb86f4 · outbound

This paper cites Qwen2.5-VL Technical Report.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Qwen2.5-VL Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:58.557515Z

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Observation 74decc1f-576f-4c53-bbbb-0510b7fcf13f · outbound

This paper cites JointAVBench: A Benchmark for Joint Audio-Visual Reasoning Evaluation.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs JointAVBench: A Benchmark for Joint Audio-Visual Reasoning Evaluation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:58.700322Z

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Observation 291f06fe-e5cc-4f5a-a1a3-08be9955d49e · outbound

This paper cites Avocado: An audiovisual video captioner driven by temporal orchestration, 2025.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Avocado: An audiovisual video captioner driven by temporal orchestration, 2025

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:58.751135Z

Source-reported events for the cited work

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Observation bdd9e760-8893-4b3a-9ab1-63ee9fc832ea · outbound

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

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:58.868545Z

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Observation f94943c4-2e0a-4714-975b-c1967b14ffec · outbound

This paper cites AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:58.979284Z

Source-reported events for the cited work

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Observation 6b74ba86-77ec-4db6-8b20-4449c4c74f80 · outbound

This paper cites Qwen2-Audio Technical Report.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Qwen2-Audio Technical Report

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.113453Z

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Observation e4c8fac1-5cb4-430e-a2a6-bb14c36720b0 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.193365Z

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Observation 01b70bed-b4a6-4b00-888e-fbc0c43ce51b · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs An image is worth 16x16 words: Transformers for image recognition at scale

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.272939Z

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Observation 6dbf7de3-6058-46c9-952b-695a5ec7021a · outbound

This paper cites Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Video-mme: The first-ever comprehensive evaluation benchmark of multi-modal llms in video analysis

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.347795Z

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Observation c5d976f3-30e0-4bad-a67f-a22ea71eed09 · outbound

This paper cites Longvale: Vision-audio- language-event benchmark towards time-aware omni-modal perception of long videos.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Longvale: Vision-audio- language-event benchmark towards time-aware omni-modal perception of long videos

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.418454Z

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Observation ee42a785-38e9-4c48-a9ca-1219c9646491 · outbound

This paper cites Gemini 3 flash: frontier intelligence built for speed.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Gemini 3 flash: frontier intelligence built for speed

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.587619Z

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Observation 28da8c2f-0656-4530-b6f4-c4838e7d2a79 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.696384Z

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Observation 10659347-8211-4457-b856-c13cc9598dfe · outbound

This paper cites WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.779406Z

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Observation 204b01f8-c23c-47b3-97fe-badefa6dd0d6 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs LoRA: Low-rank adaptation of large language models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.896596Z

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Observation 815da43e-6d71-47a3-ad10-250e9834563a · outbound

This paper cites WavLLM: Towards robust and adaptive speech large language model.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs WavLLM: Towards robust and adaptive speech large language model

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.164196Z

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Observation 8d12d096-ae67-436b-95c2-c3d37645874d · outbound

This paper cites Forecastbench: A dynamic benchmark of AI forecasting capabilities.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Forecastbench: A dynamic benchmark of AI forecasting capabilities

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.271973Z

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Observation 0145f447-cc1b-4b41-8253-502b0bac7606 · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.354187Z

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Observation 94a1e897-872f-4722-a3df-18de237e3985 · outbound

This paper cites What is more likely to happen next? video-and-language future event prediction.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs What is more likely to happen next? video-and-language future event prediction

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.438253Z

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Observation e8dd5021-4dad-490f-9f84-a3c0e8855eb2 · outbound

This paper cites Omnivideobench: Towards audio-visual understanding evaluation for omni mllms, 2025.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Omnivideobench: Towards audio-visual understanding evaluation for omni mllms, 2025

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.515548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34a15548-1bc1-49be-aa18-ddf1432f0031 · outbound

This paper cites Learning to answer questions in dynamic audio-visual scenarios.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Learning to answer questions in dynamic audio-visual scenarios

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.627809Z

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Observation 6431bbed-44f9-4d53-8491-82ed7ec2121d · outbound

This paper cites an unresolved cited work.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.712306Z

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Observation 563cf7eb-5382-4076-b190-ef4b60f00b4a · outbound

This paper cites Intentqa: Context-aware video intent reasoning.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Intentqa: Context-aware video intent reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.839550Z

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Observation 182110fe-57b5-48cc-9470-3a8e95219cd5 · outbound

This paper cites BLIP-2: Bootstrapping language-image pre-training with frozenimageencodersandlargelanguagemodels.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs BLIP-2: Bootstrapping language-image pre-training with frozenimageencodersandlargelanguagemodels

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:00.927299Z

Source-reported events for the cited work

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Observation a77102ca-79f2-4f92-b77d-b882fcbe62b3 · outbound

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

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Llama-vid: An image is worth 2 tokens in large language models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.017385Z

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Observation a06cdbbc-e55d-41a5-a969-58a42594810e · outbound

This paper cites Video-llava: Learning united visual representation by alignment before projection.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Video-llava: Learning united visual representation by alignment before projection

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.105450Z

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Observation 8ed4ff97-65b9-4479-a7f4-d5dfaf9d1941 · outbound

This paper cites Visual instruction tuning.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Visual instruction tuning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.199391Z

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Observation 52c170a9-6577-4502-9730-ac4b1ecd25c6 · outbound

This paper cites Ola: Pushing the Frontiers of Omni-Modal Language Model.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Ola: Pushing the Frontiers of Omni-Modal Language Model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.361938Z

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Observation 5fe89d08-cb9d-45d4-8a54-1ef956aff6a6 · outbound

This paper cites See, Hear, and Understand: Benchmarking Audiovisual Human Speech Understanding in Multimodal Large Language Models.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs See, Hear, and Understand: Benchmarking Audiovisual Human Speech Understanding in Multimodal Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.498544Z

Source-reported events for the cited work

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Observation f4e04727-99ce-481b-8967-68008123f0ba · outbound

This paper cites GPT-4o System Card.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs GPT-4o System Card

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.633482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d22d709-2fed-4727-b621-921d21e4624d · outbound

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

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Learning transferable visual models from natural language supervision

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.732145Z

Source-reported events for the cited work

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Observation 456f5fc6-ad34-43ed-ad58-4a866a3fe9eb · outbound

This paper cites Robust speech recognition via large-scale weak supervision.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Robust speech recognition via large-scale weak supervision

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.829896Z

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Observation be511dd8-3e82-4048-a917-08c72cf835c7 · outbound

This paper cites Timechat: A time-sensitive multimodal large language model for long video understanding.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Timechat: A time-sensitive multimodal large language model for long video understanding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:01.955904Z

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Observation db963ebe-3076-45e8-9ccc-49841ec3cbb7 · outbound

This paper cites SALMONN: Towards generic hearing abilities for large language models.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs SALMONN: Towards generic hearing abilities for large language models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.029586Z

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Observation e2b5552f-7812-439e-a4ac-c51df590b3c9 · outbound

This paper cites video-salmonn 2: Caption-enhanced audio-visual large language models, 2025.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs video-salmonn 2: Caption-enhanced audio-visual large language models, 2025

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.081331Z

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Observation 91eff93a-8fef-440f-88b3-520c1ba45c48 · outbound

This paper cites Empoweringllmswithpseudo- untrimmed videos for audio-visual temporal understanding.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Empoweringllmswithpseudo- untrimmed videos for audio-visual temporal understanding

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.167133Z

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Unavailable: canonical work link unavailable.

Observation 999cd9e9-7450-41b6-81d1-bffa35dbba45 · outbound

This paper cites Fostering Video Reasoning via Next-Event Prediction.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Fostering Video Reasoning via Next-Event Prediction

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.227226Z

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Observation dd977d04-9f5f-4d6f-82bb-f33cbf209a1f · outbound

This paper cites MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained Transformers.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained Transformers

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.299564Z

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Observation eca52e40-6877-4180-8d03-2d94c40d9d87 · outbound

This paper cites Ugc-videocaptioner: An omni ugc video detail caption model and new benchmarks, 2025.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Ugc-videocaptioner: An omni ugc video detail caption model and new benchmarks, 2025

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.389016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bdd1548-18b8-44bd-aac7-5f0dfd162eb0 · outbound

This paper cites Qwen2.5-Omni Technical Report.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Qwen2.5-Omni Technical Report

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.484164Z

Source-reported events for the cited work

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Observation 2019e343-a879-4850-b5a1-02cdacced65f · outbound

This paper cites Qwen3-Omni Technical Report.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Qwen3-Omni Technical Report

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.555150Z

Source-reported events for the cited work

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Observation 38782b91-8639-4079-acab-3b1d2adedec2 · outbound

This paper cites Avqa: A dataset for audio-visual question answering on videos.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Avqa: A dataset for audio-visual question answering on videos

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.635589Z

Source-reported events for the cited work

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Observation 876e2cf3-fa49-41bb-b316-52fe10104723 · outbound

This paper cites Audio-centric video understanding benchmark without text shortcut.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Audio-centric video understanding benchmark without text shortcut

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.702999Z

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Observation 2ee5adee-8905-4378-8267-8fc9fe604b3b · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.762702Z

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Observation f751875c-2764-451f-8691-af037b973ef2 · outbound

This paper cites MIRAI: Evaluating LLM Agents for Event Forecasting.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs MIRAI: Evaluating LLM Agents for Event Forecasting

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.869167Z

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Observation 9423e84a-2c86-49ad-8a40-bf144231d01e · outbound

This paper cites FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:02.970530Z

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Observation 8d1f9cab-1f93-4e66-859d-6073e64b8a0b · outbound

This paper cites Videollama 3: Frontier multimodal foundation models for image and video understanding, 2025.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Videollama 3: Frontier multimodal foundation models for image and video understanding, 2025

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:03.061661Z

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Observation f3cb9f55-8729-4bff-ab24-21142c73b5af · outbound

This paper cites Video-LLaMA: An instruction-tuned audio-visual language model for video understanding.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Video-LLaMA: An instruction-tuned audio-visual language model for video understanding

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:03.129471Z

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Observation a7b9e03d-5771-4a71-8096-eb351e13d139 · outbound

This paper cites Timelens: Rethinking video temporal grounding with multimodal llms, 2025.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Timelens: Rethinking video temporal grounding with multimodal llms, 2025

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:03.249768Z

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Observation 973440a7-ee75-4f4c-8cf5-03b5e5a9206f · outbound

This paper cites Llava-next: A strong zero-shot video understanding model, April 2024.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Llava-next: A strong zero-shot video understanding model, April 2024

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:03.362310Z

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Observation fe91e45c-5946-485a-b0a7-7b14d573777b · outbound

This paper cites Llamafactory: Unified efficient fine-tuning of 100+ language models, 2024.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Llamafactory: Unified efficient fine-tuning of 100+ language models, 2024

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:03.464504Z

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Observation bac7dbdc-5309-4629-b6f8-72d54bc6a17a · outbound

This paper cites Mlvu: Benchmarkingmulti-tasklongvideounderstanding.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Mlvu: Benchmarkingmulti-tasklongvideounderstanding

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:03.552949Z

Source-reported events for the cited work

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Observation 411ac1a0-8bad-4adb-baa0-c8db2c5edcc9 · outbound

This paper cites audio event.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs audio event

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:03.797705Z

Source-reported events for the cited work

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Observation d6536786-ded1-44ac-b2ed-eaf005685b9c · outbound

This paper cites John walks down the street.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs John walks down the street

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:03.944481Z

Source-reported events for the cited work

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Observation 47f4dab8-a9ee-4cfc-b335-d57bf47d48d8 · outbound

This paper cites Given the premise event: ’[Description of Event A]’, which event is its most direct conclusion?.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Given the premise event: ’[Description of Event A]’, which event is its most direct conclusion?

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:04.076476Z

Source-reported events for the cited work

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Observation 97194122-7bbb-47b0-8e19-82ca4f0399aa · outbound

This paper cites decisive.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs decisive

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:04.254688Z

Source-reported events for the cited work

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Observation 94e7e43c-22c1-4f7c-a636-ce6f24ad63b6 · outbound

This paper cites motor jam.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs motor jam

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:04.367487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c83a88fa-3c1b-4262-9fb4-257c23e80f06 · outbound

This paper cites Understand the sequence of actions, the characters involved, and the overall flow of the narrative.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Understand the sequence of actions, the characters involved, and the overall flow of the narrative

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:04.584169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f24d402a-5741-431c-b21d-a165a6ef7e5d · outbound

This paper cites A glass shatters.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs A glass shatters

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:04.746985Z

Source-reported events for the cited work

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Observation 6b1280f2-bee5-4c1a-9065-57c7b474c1c3 · outbound

This paper cites an unresolved cited work.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:04.831134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 374b1e23-db9e-4304-abd7-475dd096059c · outbound

This paper cites an unresolved cited work.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:04.939745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 252dd4f4-8327-4892-99ab-1869e9f6dd30 · outbound

This paper cites an unresolved cited work.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:04.987666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ed0cc97-7cea-48bf-9c8e-1d34e1590372 · outbound

This paper cites an unresolved cited work.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:05.076729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c47ed7-c774-4274-b8eb-bd6c73c7f0cc · outbound

This paper cites # Classification Criteria: You must classify the error into exactly one of the following four categories.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs # Classification Criteria: You must classify the error into exactly one of the following four categories

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:05.164587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 985fd226-c960-46c2-bf9b-ce2eb2964b74 · outbound

This paper cites ## Indicator: The visual context alone is insufficient or misleading, and the model failed because it missed the acoustic cue (e.g., a doorbell ringing off-screen).

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs ## Indicator: The visual context alone is insufficient or misleading, and the model failed because it missed the acoustic cue (e.g., a doorbell ringing off-screen)

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:05.277824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0b144f5-0f0e-4be2-a8cb-0c2c1884b761 · outbound

This paper cites ## Indicator: The model’s prediction contradicts clear visual evidence (e.g., predicting "driving" when the car is visually parked).

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs ## Indicator: The model’s prediction contradicts clear visual evidence (e.g., predicting "driving" when the car is visually parked)

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:05.469030Z

Source-reported events for the cited work

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Observation 8f7bd563-303b-4f74-b37f-b65a2ac44f91 · outbound

This paper cites ## Indicator: Understanding the scene requires prior knowledge (e.g., knowing that mixing specific chemicals causes an explosion, or knowing the rules of Chess).

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs ## Indicator: Understanding the scene requires prior knowledge (e.g., knowing that mixing specific chemicals causes an explosion, or knowing the rules of Chess)

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:05.674423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69094d7c-2ee4-463a-853d-2df860ad8dfb · outbound

This paper cites he is exercising.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs he is exercising

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:05.747416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f515224-ed55-450d-a504-edbc430ba84e · outbound

This paper cites an unresolved cited work.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs Unresolved cited work

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T09:29:59.991540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 075050cf-aab1-451b-8dc5-3b65d322515b · inbound

MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction cites this paper.

MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-06-19T17:10:48.660379Z

Source-reported events for the cited work

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

Observation 9828d907-7b75-4569-a70c-691be18ed1f5 · inbound

TraceAV-Bench: Benchmarking Multi-Hop Trajectory Reasoning over Long Audio-Visual Videos cites this paper.

TraceAV-Bench: Benchmarking Multi-Hop Trajectory Reasoning over Long Audio-Visual Videos FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-19T17:10:48.660379Z

Source-reported events for the cited work

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