Paper Citation Record · LEDGER

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs

As of 13 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2608.07014.

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

pith.paper-citation-record.v1
2608.07014 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:42:44.462013Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

18 of 18 outbound references displayed

verified exact0
verified fuzzy1
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1e5502bb-ed69-44e7-b0db-fe70b7d6ae89 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs LLaVA-OneVision: Easy Visual Task Transfer

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.382338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b301410-8402-4a30-8655-f90c82689fe5 · outbound

This paper cites StepAudio 2.5 Technical Report.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs StepAudio 2.5 Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.389303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 571605d5-ce0e-4d7a-a7e9-0ec1070f16ea · outbound

This paper cites Faster Cascades via Speculative Decoding.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Faster Cascades via Speculative Decoding

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.397001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d7bff9a-ea7b-4052-b75a-f833c15837ab · outbound

This paper cites Muse: A multi-agent framework for unconstrained story envisioning via closed-loop cognitive orchestration.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Muse: A multi-agent framework for unconstrained story envisioning via closed-loop cognitive orchestration

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.403414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5305354-abab-4bcf-8f31-8ebd7d3fe057 · outbound

This paper cites Less is More: Token-Efficient Video-QA via Adaptive Frame-Pruning and Semantic Graph Integration.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Less is More: Token-Efficient Video-QA via Adaptive Frame-Pruning and Semantic Graph Integration

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.418691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a047fab-2958-4a89-98de-ae13aa2691dd · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.431652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6db44e5d-2150-469d-81d6-7bd821c2662a · outbound

This paper cites AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.443670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1533ae0d-6980-4f9b-9bf0-dc3533cd6a13 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.449678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c856c9e7-86ab-46e7-8bc9-1a23dd85da81 · outbound

This paper cites vs. 128f.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs vs. 128f

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:42:45.228891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cb352783-31c1-49e3-9fc7-6d23b8d2fd5e · outbound

This paper cites an unresolved cited work.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Unresolved cited work

Reference 285

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:42:45.252119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5c8ae3e4-879f-4bff-bc2d-933841522265 · outbound

This paper cites Qwen3-VL Technical Report.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Qwen3-VL Technical Report

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.344288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49136dd5-ba7a-4b32-8178-19c651c477a1 · outbound

This paper cites Cascade-Aware Training of Language Models.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Cascade-Aware Training of Language Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.412039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e287eda0-e5c5-4218-b709-10341275c48c · outbound

This paper cites El Yacoubi.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs El Yacoubi

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.350579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c54e9e0-fd89-4d9f-a9e5-de37b392ff70 · outbound

This paper cites mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.426093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc2ad6c0-53de-4308-b0e1-7168d7adcf2d · outbound

This paper cites LLaVA-Video: Video Instruction Tuning With Synthetic Data.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs LLaVA-Video: Video Instruction Tuning With Synthetic Data

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.437609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c95ab6a8-21dd-46fb-8740-85f4005c4d80 · outbound

This paper cites Video Parallel Scaling: Aggregating Diverse Frame Subsets for VideoLLMs.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Video Parallel Scaling: Aggregating Diverse Frame Subsets for VideoLLMs

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T16:42:45.073535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation adef427e-10da-4e19-b5a7-d2770a3483eb · outbound

This paper cites Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.372771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9779a9f-32ca-4029-8b6c-e58178d33f06 · outbound

This paper cites Bo Feng, Zhengfeng Lai, Shiyu Li, Zizhen Wang, Simon Wang, Ping Huang, and Meng Cao.

Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs Bo Feng, Zhengfeng Lai, Shiyu Li, Zizhen Wang, Simon Wang, Ping Huang, and Meng Cao

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-10T16:42:44.366496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.