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Paper Citation Record · LEDGER

The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2402.19474.

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

pith.paper-citation-record.v1
2402.19474 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:47:12.411857Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T17:18:43.953855Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f732151a-73f6-47c9-851b-5054f3964f01 · inbound

How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites cites this paper.

How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 118

Resolution
verified exact
arxiv_id, observed 2026-05-12T20:58:59.238954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-12T20:58:58.849040Z digest=sha256:5ef4ed4e80f25392c6ea00ca2d4b3a63ac60ae3c1f83342883009eee62b69eb4

Observation 7446d942-befe-4d0a-9ee5-efe76ad137e5 · inbound

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization cites this paper.

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 101

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:16:17.500653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-16T09:16:17.150383Z digest=sha256:17dd0cdb7cdf7d3ca4814a7af1f589cf9e07ff74bc867117de2d867d17343af8

Observation a7c9f2ef-c504-48a9-bc13-0f6fe46ade92 · inbound

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling cites this paper.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 251

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:23:58.122139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-10T13:23:57.588851Z digest=sha256:1c9fc4b5ed97d43b76af6b89bab3aae67d515130326817437385d4fa7b6a6cf0

Observation 5a475ba5-0bba-44a8-8f13-ad99d42f6da7 · inbound

Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment cites this paper.

Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-11T00:47:12.411857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:47:12.411857Z digest=sha256:6328efecbad459c43fb70a4fd404a861aa98f04a35a670db8b975257af405f92

Observation d553f152-84d0-4899-9d25-7e442a9855a9 · inbound

Visual Large Language Models for Generalized and Specialized Applications cites this paper.

Visual Large Language Models for Generalized and Specialized Applications The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 265

Resolution
unresolved
no resolver link, observed 2026-08-10T22:08:09.926810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:08:09.926810Z digest=sha256:86fa426248ccfa95f51a57224076b7b0870999dde7e89528384edb92d915c399

Observation 472eada9-fc76-4caf-8cc4-0cb281b81a9f · inbound

The Breeze 2 Herd of Models: Traditional Chinese LLMs Based on Llama with Vision-Aware and Function-Calling Capabilities cites this paper.

The Breeze 2 Herd of Models: Traditional Chinese LLMs Based on Llama with Vision-Aware and Function-Calling Capabilities The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-10T15:32:48.341347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T15:32:48.341347Z digest=sha256:b1d458063fc79f544ee168608088561d65f5d2360a357488eebbb51c4417ec23

Observation 4fc2bd6c-90b1-4dca-ab4e-02ab95a27224 · inbound

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

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 127

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:41:08.126330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-10T13:41:07.991012Z digest=sha256:511a5393ff63e0ed499e4af895785f420fe0610cc2ffbff69e6b9b0dbec166ba

Observation 7c52519d-d1bd-4953-b3ef-870c2d40417b · inbound

Docopilot: Improving Multimodal Models for Document-Level Understanding cites this paper.

Docopilot: Improving Multimodal Models for Document-Level Understanding The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-06T15:57:04.926275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:57:04.926275Z digest=sha256:0140986fc23934f021ccfc33ac1a45f3f80d7615d2cdcb4faa7fe4f1b79ab603

Observation 71525835-f3cc-46a5-aac0-c0f2ba608ae6 · inbound

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency cites this paper.

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 145

Resolution
verified exact
arxiv_id, observed 2026-05-10T11:58:58.860124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-10T11:58:58.660564Z digest=sha256:1c556653a8b1bc25a9270ca49b72eeeed463498e647a342238319c0351875bbe

Observation 1daf37a9-7708-467f-9ccb-7631b853dd2b · inbound

VoCap: Video Object Captioning and Segmentation from Any Prompt cites this paper.

VoCap: Video Object Captioning and Segmentation from Any Prompt The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-05T14:01:17.942135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:01:17.942135Z digest=sha256:4ae74283098938c9f47ab1c273223b8ed01fd610c6f181c87f5c32879a563d6a

Observation ddcf7caf-b1a0-46fd-a484-ab6de461b55a · inbound

Unmasking the Illusion of Embodied Reasoning in Vision-Language-Action Models cites this paper.

Unmasking the Illusion of Embodied Reasoning in Vision-Language-Action Models The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:56:28.046008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-10T04:27:18.284698Z digest=sha256:efed8d543f385e7c294f1fde26ff3c01dc188d5f5610f55bd071ff2ddb807240

Observation f3d9eb25-7eb4-444c-b572-cdc9af1c10d0 · inbound

InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning cites this paper.

InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 151

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T10:48:03.033665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-06-27T09:48:27.652901Z digest=sha256:6903f107af1e616da77c13053fc1e07300a9bb5fe4194e1cc5b432d33c24dd12

Observation e57638b4-9076-462c-bdc5-ab9d8a9314b8 · inbound

Qwen-RobotWorld Technical Report: Unifying Embodied World Modeling through Language-Conditioned Video Generation cites this paper.

Qwen-RobotWorld Technical Report: Unifying Embodied World Modeling through Language-Conditioned Video Generation The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 195

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T17:18:43.955485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-06-27T04:19:26.332718Z digest=sha256:18b57d1d797cd55a36d55e650f31e6e1bf72abce7d8bb5579b51f28fe3736204