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Paper Citation Record · LEDGER

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs

As of 2 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 1 inbound Pith citation observation for arXiv:2604.05695.

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

pith.paper-citation-record.v1
2604.05695 v1

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:32:59.381755Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-02T06:30:47.504484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T17:36:40.226297Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

58 of 58 outbound references displayed

  • verified exact22
  • verified fuzzy2
  • unresolved33
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 66318981-a2e5-45aa-bc25-25a17679c3dc · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.666494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:563945d9f79c75c008761a9ca5fa4a3428db1d6cc3916a04cc627e010a1caa1a

Observation 30853ca9-aea7-4aea-a180-702e2514177b · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.669817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:f5ab217bc6dcc5bbbd006e6e281692cfdfc5172cfe432b12fde6422cc5e9abbf

Observation 6d5bd2b1-7e5b-4803-a8da-20061baf06e0 · outbound

This paper cites Qwen3-VL Technical Report.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Qwen3-VL Technical Report

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:50:48.888858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:343fe9854e7b3433a85b90c79923769191fa06cce73947053c28265cce9b485f

Observation 644f24ef-a8d6-4fe7-86c8-6da31c2e1720 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.659081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

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Observation 91cc38f6-a0d1-4bce-aabd-2110b23da7c7 · outbound

This paper cites Scaling spatial intelligence with multimodal foundation models.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Scaling spatial intelligence with multimodal foundation models

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:48.884456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:260f4ec08f7ea4118dbd275011d9790845bc23a0cb92e6fd8ac43a54ee9d438d

Observation 5cc68d3b-8dd2-4cca-a4ab-2e15220391f5 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.679640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:0d70a0e4b8014be6d0710472f7d25e728e34e6376521776bfc92cb04ef062a9b

Observation e82a73e7-5a1e-4b19-88af-7a6a67fb8a5a · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.682559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:e149eefb6157fcff6285823e7ac9d4a7c6f59a3b71204090112fff007ef5b6d8

Observation 0a5177bd-8fc4-4a54-8142-bc8a4774122f · outbound

This paper cites Seed-prover 1.5: Mastering undergraduate-level theorem proving via learning from experience.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Seed-prover 1.5: Mastering undergraduate-level theorem proving via learning from experience

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:48.915909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:18d725d9b7b70099105108d433dd07a6cc6ab2698e239ab6330c2efb8e21fb29

Observation cc787394-2723-45a6-8dee-a9bd4734fca5 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.676499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:dad17744bfd5b8c4ce6072e9a40c57df9cfb8deecfba5a8ddb2b87bae9a25357

Observation 534c682e-a541-4b5d-bc4c-74778579ad31 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.673219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:55b379701b8a0566c84aef47642f692f058971acf15dd740ff1c87c4a1810b08

Observation 2469db9b-f306-47a2-8db1-f6b03b584a22 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.655468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:b85100c822c1ade11bdfb76368e87a3e53a8141fede82cafaad94759bab1cf1b

Observation f5097085-442e-4815-8d8f-ee3e19623a38 · outbound

This paper cites Grounded 3D-LLM with Referent Tokens.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Grounded 3D-LLM with Referent Tokens

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:48.974820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:a3abc79c3f897125831b1e9fcd538267886e87377e1401002deabe4ee18dff06

Observation 30ca0524-65c7-46a1-b583-aca4991f893a · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.645102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:347d583eeff11c739662b46f8cb7e51b72d07c8c3d24c413b838124ec5e922cc

Observation fed8266e-2405-4f97-b882-3a38df82f769 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.632243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:1c81cf25bd8735bf74ea333be0088dc4c40e83c8e116dad50f82a2849c970a69

Observation fe32a372-b97a-46bf-bc13-a2e3240939d3 · outbound

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

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:50:49.026927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:5112f7f4277f77ea67ec6d1d9b83215ecd7ef9125ff873aac9bd620b11e8084a

Observation 0e36234d-680c-4513-a45d-dde586b4ab17 · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Emerging Properties in Unified Multimodal Pretraining

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:50:48.930335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:525141274c5338c3eb741cd8006f8db05cd63902dc8b3e22fef103cd52baa7a1

Observation 59ef32d2-5eae-40c0-ab84-b4d452b401e4 · outbound

This paper cites VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:50:48.937546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:74ba32924bcf42e2d5a75c571116b4eb90f5b4cbe4a0f0bf80d0f6c7ac4413c4

Observation 31f2cec3-2f9d-41a2-869f-bf1cb5c9ab5b · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.635360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:003704868fa75a1c2b1fb5eebedf304973a073be05410f16bb60ebda532c6312

Observation 3e75191e-088c-48b3-a319-8b06fff2110e · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.638513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:ab3c4ecbf10c99215f36d2ae312683949f06d48cb216d1e6be6c3a2763b83b15

Observation ef573555-0f07-4f33-bd07-7dcc645e1df2 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.641703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:af23927b8423082b8fb3bc068896720cf5a2081ef8888fe5b89c0d20092f15f5

Observation 5a3eb9fb-ecae-43fc-8191-2cff9ab5562d · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.648602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:55032a9c96c5956e6366e5a6680b7b11887c454f27f7d5a589f11386b3c4b06a

Observation c7f552e6-716b-44f5-8d6d-65a8acbcdfdf · outbound

This paper cites GPT-4o System Card.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs GPT-4o System Card

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:50:48.922867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:ee67c200d0ac21df62ab7da016ba13de765cdec8c412c14a7d20bc1b278c8f43

Observation dab00a98-0ed9-4b19-a531-fdc57b51bb10 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.626375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:dd909b735a674d9788cfa2199ee30100a32bc12d21df458ab2502e2ec8436d7e

Observation b3db93d2-a9b7-4f2a-8cd1-5a030c9d50b5 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.613220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:431119f2196c7f1219a3eb837c95090eafd74155cbe5c1e92267deed8f4fe023

Observation 015ab3ee-a928-4dd7-b92c-75855ed31b57 · outbound

This paper cites Viewspatial-bench: Evaluating multi-perspective spatial localization in vision-language models.ArXiv, abs/2505.21500.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Viewspatial-bench: Evaluating multi-perspective spatial localization in vision-language models.ArXiv, abs/2505.21500

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:49.051342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:bbcfc1eb7076c3994803d4b123aab551cd7cd6614eeb5f0a3f92668b9affad9b

Observation be5c9bec-58bc-42d3-959f-9a614764e842 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.620128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:9ae7f48aaa9c78872203bf96cceabad7984099c5a046e93d629f8617d63c9154

Observation 77ccba08-c341-4fa1-912b-0b7649b8bd5d · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.606383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:1fab29ba8b30fa47d70262d17432744f36d0f1cf348079c992bf73db2b6932a7

Observation 0a4086df-0695-4046-a8e1-1e8526b08061 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.602871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:e7eea9e2d18f90826e0d55f93fd8a77dc706656514f1b1412ae3bbffe225c0c7

Observation 816bb1cc-1dac-45c0-8237-610f66fd6c7e · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.609518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:2546c05e4b5690acb9feac8ad31816b983939e58139166fc474846aa0b8edd8d

Observation da233002-e0c7-4c94-8f37-2642aa4455ef · outbound

This paper cites SpaceR: Reinforcing MLLMs in Video Spatial Reasoning.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs SpaceR: Reinforcing MLLMs in Video Spatial Reasoning

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:18:44.010269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:da2248968c74d6350f2fb6b3d66e4894a1d3a22d3fcd8a574018007330b47ded

Observation 3aa42566-c480-4cb0-9967-b74cb2da77e2 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.629093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:be5670c73d6b07d5db5ece8e8a9e615ea99bb51662d94ccb095ab3e841b3dd74

Observation be164b81-94e3-48fe-859e-8a844c2fc348 · outbound

This paper cites GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs GPT4Scene: Understand 3D Scenes from Videos with Vision-Language Models

Reference 32

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T22:50:49.009736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:6e40b6e8309bb7854385e37f8a1f149eba09c80a0fd46443d728c49aa957bf51

Observation 8fe02336-3db1-4758-a085-416ba8e46eaf · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.616757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:2b0761ce0ab92dcd53a5d35fbda4e009e6723e1e0a72b8b18a8594e5d308c3ad

Observation 49b3fa5b-bf32-4339-810a-82edf9095234 · outbound

This paper cites Plummer, Ranjay Krishna, Kuo-Hao Zeng, and Kate Saenko.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Plummer, Ranjay Krishna, Kuo-Hao Zeng, and Kate Saenko

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:42:20.652130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:19b4709be3e6b962ff8c0234b3bf99e3b29347b4f1b152c303c4e3a61b1f5e64

Observation a76bf1db-9a68-499f-9566-02feca32840b · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.599875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:a97fd37eebf52b87b80c85d45c84cbfee5ea3008df4841200ca9975c665223cd

Observation 1cc4164b-1e3f-4a86-a106-b1fa997c816f · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.593433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:3e6c16b542b45dbc68e7efcc55678c72663ca3cf9b4d7898a51924f961b2f5e6

Observation 3481e612-711f-42eb-848d-baa0619a8ab8 · outbound

This paper cites OpenAI GPT-5 System Card.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs OpenAI GPT-5 System Card

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:50:48.996246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:ca85f9351a70316420c3385e7b7aa3eb867077b8db814525e01759ebf94aaedb

Observation c2d5b840-382b-4604-8aeb-15695fadef0f · outbound

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

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:50:48.978335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:1b799d1329c3b2251167bdee8487a1f7edbef813f50b0d06ea8bfdfcdce35cc7

Observation 985c8016-476f-4fb4-a663-8f973897a91f · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.586805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:3a9a997efefadfdedffff8b73d45e8f194ec80ce979a65232036dbd0ce205e27

Observation cfc69f21-abb4-4510-b010-1ff9f4a234df · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.576685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:8ccb2ebcc30b13fe75f0c816e947bf7d39ecfb94da90a94625a219652ea1a4a0

Observation d7d1834e-ac0d-4dcb-930a-1f78be2ffd21 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.622957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:1045683134db8b8d16898230ff69141751ac9ca00ee2448e32b6ef7412c6e83f

Observation 776ad511-3a14-4c5d-bb5a-a4387c9f8dfc · outbound

This paper cites Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-16T08:34:37.082411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:0185ccc30d7c5e16e3d82ba4db9c95ebe0fd32617f0c20ced1e967c6a388187b

Observation 56b567cc-26ef-451c-b096-8d89ceeef409 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.573035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:667d589e10479eded8f80f8480bcfbc258bd5f93556c63efbe41b4be13cbfbe9

Observation 0e5ad9cd-fb63-4f6d-9def-8f0d0dbacdae · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.662642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:5933814560dce31e0f8aa2c409ad7b847490ca865ddd4e32f0eb31df6f00b83c

Observation a60094e7-a042-419f-aa8a-1ebfe97c9911 · outbound

This paper cites InProceedings of the Computer Vision and Pattern Recognition Conference.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs InProceedings of the Computer Vision and Pattern Recognition Conference

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:42:20.580878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:66421a41f78d0846b24f930567d313f3f00a3780faed979e35cfe89656e861a9

Observation c724bd33-c4ae-4ebc-ac85-c53966192b82 · outbound

This paper cites Thinking in space: How multimodal large language models see, remember, and recall spaces.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Thinking in space: How multimodal large language models see, remember, and recall spaces

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:49.061814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:f6f7ea92061c032b02dfd2a7c1dd6130c2adc7d052272869e40b4b3cc4bd2a0e

Observation d1e7f194-bc80-4111-984e-7b3abd24b0c0 · outbound

This paper cites MMSI-Bench: A Benchmark for Multi-Image Spatial Intelligence.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs MMSI-Bench: A Benchmark for Multi-Image Spatial Intelligence

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-26T02:02:26.295966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:36e607fbd72e7b1485e54ee24ae609d8f574dff688c77ca9e24f469f3f259be7

Observation 1a4c0f4d-6bef-41da-8d20-016d2e8dd1d6 · outbound

This paper cites Cambrian-S: Towards Spatial Supersensing in Video.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Cambrian-S: Towards Spatial Supersensing in Video

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-18T03:46:05.394343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:b14e9677883c67f0ac9f70e2739d4f1a2c76ce4f3cf0cdf37c396c9117a06489

Observation e6f2a274-56c4-44b8-9d13-636c1b0958a4 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.583881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:4c99d961a43533f4e99924fed4f5cd1c9c0f578744bd674017e9365438d52323

Observation 9561b4da-6a50-4415-a526-b983588e6735 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.589604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:0e5e2b16fb2c99aa7fa66b02b5539cbc294b8f6664843f77ada605d40d9b6b72

Observation 4fb48766-c116-4ff5-ba90-e5f6da5eae34 · outbound

This paper cites Long Context Transfer from Language to Vision.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Long Context Transfer from Language to Vision

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:08:36.726593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:fb82d3febb6f0553f7159df92a3705af16d63cc4d30887c3ff3a91eab4cde994

Observation 503e245c-25b4-4215-a30d-f69112f51695 · outbound

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

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs LLaVA-Video: Video Instruction Tuning With Synthetic Data

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:49.019332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:609400daf8f17e33d8dd7580e23f1ac5965412cee95d085dd8a026be5a4daeb0

Observation 4b7e9cc1-f72f-483e-8841-3d609290ec10 · outbound

This paper cites arXiv preprint arXiv:2511.23075 , year=.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs arXiv preprint arXiv:2511.23075 , year=

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:48.983904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:50b46790c0a0526fd895b01fc9092d97f1ceefa3df633676ddfd541a63706bc0

Observation 7b78f985-accf-444a-80ee-b171e031d2eb · outbound

This paper cites Learning from videos for 3d world: Enhancing mllms with 3d vision geometry priors.arXiv preprint arXiv:2505.24625.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Learning from videos for 3d world: Enhancing mllms with 3d vision geometry priors.arXiv preprint arXiv:2505.24625

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:49.004346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:42eaefa68eced1c58ee1be2987a7fb5eb72d855b8b6a49f84892a682cbe86fe7

Observation 9872518b-a943-478f-97a7-102adcb45f38 · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.596749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:2b9b373a974d3848f961c7e9c8113d94d06b267b4ff551fa4ee0cb063d87a7fc

Observation 120ff443-44e1-4505-a385-887cc5055f4c · outbound

This paper cites an unresolved cited work.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:42:20.569765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:9bbafcf552804bce140155247780e65e6e65b1c5b65e9b04b718bcf2d394a611

Observation 1a794060-2479-4058-8beb-3239324ca2f9 · outbound

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

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:50:49.000302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:63fa681966504bc0b444135ce016331225ce7fd078eb203dc044bf51bb4d1d95

Observation 092dcfce-e02b-467c-8791-c242ca378be9 · outbound

This paper cites Cvbench: Evaluating cross-video synergies for complex multimodal understanding and reasoning.arXiv preprint arXiv:2508.19542.

Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs Cvbench: Evaluating cross-video synergies for complex multimodal understanding and reasoning.arXiv preprint arXiv:2508.19542

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:50:49.030304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

source=pdf_text observed=2026-05-10T19:32:59.381755Z digest=sha256:4d9a5dfeb067f8c923b9a26bec3f04733207ad59a1d4c26eb9c5fcb5b8a4e80f

Pith citing papers

Observation 7c8625d2-1c23-454a-8341-c2f03b82ebed · inbound

ConsiSpace: Learning Geometric Consistency Matters for Video Spatial Reasoning cites this paper.

ConsiSpace: Learning Geometric Consistency Matters for Video Spatial Reasoning Let Geometry GUIDE: Layer-wise Unrolling of Geometric Priors in Multimodal LLMs

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-01T17:36:40.226297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T17:36:40.226297Z digest=sha256:96673586659802fdf30ab68904bcbc12d0e7b56654aa0ad0e74aac58a18198d9