Paper Citation Record · LEDGER

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles

As of 7 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2505.16784.

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

pith.paper-citation-record.v1
2505.16784 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:57:54.159395Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

30 of 30 outbound references displayed

verified exact0
verified fuzzy14
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b7f30f4c-34b9-4bc9-82e2-e1e78977242a · outbound

This paper cites GPT-4 Technical Report.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:51.616124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 237097a9-daa1-4824-a48d-451b0c10ecb1 · outbound

This paper cites Memory Consolidation Enables Long-Context Video Understanding.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Memory Consolidation Enables Long-Context Video Understanding

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:51.705783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2c862b9-381c-4899-8845-45c304aff552 · outbound

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

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Emotion-llama: Multimodal emotion recognition and reasoning with instruction tuning.Advances in Neural Infor- mation Processing Systems, 37:110805–110853, 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:57.782215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f2a6cd60-b6d1-428b-b48b-86a2259482d0 · outbound

This paper cites Zero-Shot Video Question Answering with Procedural Programs.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Zero-Shot Video Question Answering with Procedural Programs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:51.945568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e378511-06e1-4f13-87f1-e1374ef9b207 · outbound

This paper cites Second joint egocentric vision (EgoVis) workshop,.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Second joint egocentric vision (EgoVis) workshop,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:57.653636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aec9caee-362d-4a53-8e2d-5e691d3c8a0e · outbound

This paper cites Ego4d: Around the world in 3,000 hours of egocentric video.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Ego4d: Around the world in 3,000 hours of egocentric video

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:52.215793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dce8cc0-a22f-4e6d-84f5-ff837bd07762 · outbound

This paper cites Parameter-efficient transfer learning for nlp.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Parameter-efficient transfer learning for nlp

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:57.294307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 222e22f9-d8d6-4e07-b303-0b807a0bef2e · outbound

This paper cites Lora: Low-rank adaptation of large language models.ICLR, 1(2):3, 2022.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Lora: Low-rank adaptation of large language models.ICLR, 1(2):3, 2022

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:52.473986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c2ae90-6771-4ffb-b426-a3683d83e1b7 · outbound

This paper cites Egoschema: A diagnostic benchmark for very long- form video language understanding.Advances in Neural In- formation Processing Systems, 36:46212–46244, 2023.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Egoschema: A diagnostic benchmark for very long- form video language understanding.Advances in Neural In- formation Processing Systems, 36:46212–46244, 2023

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:57.124446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8ce93b11-66d3-4fc9-85f4-742fe0635e5f · outbound

This paper cites A simple recipe for contrastively pre-training video-first en- coders beyond 16 frames.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles A simple recipe for contrastively pre-training video-first en- coders beyond 16 frames

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:56.898855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d60e9a6-f6d4-4272-90ec-2b7d60946bb4 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:52.707951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d418d1fe-bf5c-4005-82bb-888a32e90f20 · outbound

This paper cites VideoAgent: Long-form Video Understanding with Large Language Model as Agent.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles VideoAgent: Long-form Video Understanding with Large Language Model as Agent

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:52.793038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8b5f916-629f-49a1-813d-e86875a402bc · outbound

This paper cites LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:52.884757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10a131b8-5899-4cd3-aed9-52b42c428d2b · outbound

This paper cites Internvideo2: Scaling foundation models for mul- timodal video understanding.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Internvideo2: Scaling foundation models for mul- timodal video understanding

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:56.570189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1de8b3d6-773b-4936-b1d7-db7414f37aea · outbound

This paper cites mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:53.094827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d88c3ee7-3d28-4528-8fc2-6a4f70996126 · outbound

This paper cites A Simple LLM Framework for Long-Range Video Question-Answering.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles A Simple LLM Framework for Long-Range Video Question-Answering

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:53.167691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f0e4a4e-3f7d-4f44-9eb8-c972c0e149bd · outbound

This paper cites HCQA @ Ego4D EgoSchema Challenge 2024.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles HCQA @ Ego4D EgoSchema Challenge 2024

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:57:53.256239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d142de2-27ca-4bf8-bf1e-6ce25b3b731a · outbound

This paper cites Learning video representations from large lan- guage models.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Learning video representations from large lan- guage models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:56.346481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6be8a779-1b88-4a89-9371-1ff0d9c4a7e2 · outbound

This paper cites Among them, the underline indicates the content that needs to be filled based on the sample.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Among them, the underline indicates the content that needs to be filled based on the sample

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:56.189409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bab42e37-5b8b-4d53-b67d-09f2899da8d7 · outbound

This paper cites CAPTION":.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles CAPTION":

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:56.024351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eeba713a-7550-452e-b94c-b2890b59027e · outbound

This paper cites Select the option that best suits the question and video content.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Select the option that best suits the question and video content

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:55.810758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e2962be8-efa2-4656-b927-f450b3df18f6 · outbound

This paper cites THINK": [your chain of thoughts].

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles THINK": [your chain of thoughts]

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:55.624377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5284b3cf-236a-4c01-9398-566fd8dd48d8 · outbound

This paper cites an unresolved cited work.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:57:55.433669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 258a6297-3a54-45c9-9007-d2c950e9f1b3 · outbound

This paper cites an unresolved cited work.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:57:55.281070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation de74d7c0-4222-4679-9c37-d352c3f3050d · outbound

This paper cites an unresolved cited work.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:57:55.103605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2851db99-882d-42c7-a5e6-04d4ad621645 · outbound

This paper cites The #C indicates the image seen from your point of view, and the #O indicates the other people in the image you seen.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles The #C indicates the image seen from your point of view, and the #O indicates the other people in the image you seen

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:54.907490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8b48b877-910e-4466-bd4b-c419fad98cc2 · outbound

This paper cites an unresolved cited work.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:57:54.772522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 97495255-83fc-4170-8322-f0c75189466e · outbound

This paper cites REASON". Please provide the results and confidence level in.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles REASON". Please provide the results and confidence level in

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:54.663506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9c639481-fdc1-41d5-8f6a-c8608a50d836 · outbound

This paper cites CAPTION": {{.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles CAPTION": {{

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:57:54.515358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cc41e618-1c20-4e0a-b741-54fbe96d273e · outbound

This paper cites an unresolved cited work.

Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles Unresolved cited work

Reference 2025

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:57:57.483673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.