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Paper Citation Record · LEDGER

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

As of 23 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 6 inbound Pith citation observations for arXiv:2507.09985.

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

pith.paper-citation-record.v1
2507.09985 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:47:03.102891Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T14:24:42.320796Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T10:07:55.946433Z

Reference resolution

19 of 19 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5c51360a-5ec6-40ea-9426-c78b9bcebb83 · outbound

This paper cites Gelsight: High-resolution robot tactile sensors for esti- mating geometry and force.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Gelsight: High-resolution robot tactile sensors for esti- mating geometry and force

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T17:47:01.587485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:47:01.587485Z digest=sha256:91937cd68569e8a29f950753cb2bb9d5bb803a30489e70ccd0e93f9c9b4fb1c7

Observation 38996803-d7d1-4f95-b76a-e23daa3a853d · outbound

This paper cites Digit: A novel design for a low-cost compact high-resolution tactile sensor with application to in-hand manipulation.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Digit: A novel design for a low-cost compact high-resolution tactile sensor with application to in-hand manipulation

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:04.364542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:01.668900Z digest=sha256:2cbafd7b43efea28d12954f77e2eb6c40b927f5e3d052011c2c59f90a73f0235

Observation debdb5a4-e364-4c1f-bfe5-2675ce7a3d69 · outbound

This paper cites Octopi: Object property reasoning with large tactile-language models, 2024.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Octopi: Object property reasoning with large tactile-language models, 2024

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:04.348212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:01.758987Z digest=sha256:16855d316d11bf6afbc160f651fff665985234ab436f38f08bf4fdcdb247700c

Observation 745ac811-888e-44a7-b7ac-d8883e75be8e · outbound

This paper cites A touch, vision, and language dataset for multimodal alignment.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model A touch, vision, and language dataset for multimodal alignment

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:04.318270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:01.833962Z digest=sha256:905ffe3f2b362ef653567f0cfee670cd5cfca5c44bd682ca9a79c086084ac48c

Observation db45c3b4-8211-4df0-b7a5-34f486852bb1 · outbound

This paper cites Binding touch to everything: Learning unified multimodal tactile representations.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Binding touch to everything: Learning unified multimodal tactile representations

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:04.214175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:01.930077Z digest=sha256:24903f9eada85b02b09c2ee83030e0e049e704926d4f1f2405cea65e5005dbb9

Observation 4038ac51-4b52-4598-8fb9-833a4ff1bde5 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T17:47:02.015384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:47:02.015384Z digest=sha256:ee539cceb5008e446cceaec6b07831286d5368bf1816bfb0de93a93c103aab8c

Observation 262f210e-6ffa-4eea-9fc8-66db2eaf117c · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T17:47:02.086375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:47:02.086375Z digest=sha256:04eaed7276a428190f8f90ec3a6c498c26a2e6d4a8ad47b632077b4fa470c4da

Observation 3947156d-b897-4b89-9f8e-ef362e878da3 · outbound

This paper cites Universal manipulation interface: In- the-wild robot teaching without in-the-wild robots.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Universal manipulation interface: In- the-wild robot teaching without in-the-wild robots

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T17:47:02.201277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:47:02.201277Z digest=sha256:365fa011c73d51121aaaeba07304537f558c76c1b4518fb2c282d6eebaf2a9a4

Observation 2d22f591-d0f9-438d-a50e-b63bbc01f1d2 · outbound

This paper cites Robotic tactile perception of object properties: A review.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Robotic tactile perception of object properties: A review

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:04.092732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.262374Z digest=sha256:6f1435666b4ce6bfb044b87f783c8f265336279287f33a6aafa2f626dcedd325

Observation 5a37fa09-ee01-4a8d-b667-b2767af34f8b · outbound

This paper cites Soft tactile sensing skins for robotics.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Soft tactile sensing skins for robotics

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.992270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.304075Z digest=sha256:43057d640cbcddfa31089728296283cc626ebd817d75140fbf30f38fbbb87536

Observation 2ec42b98-ca6d-43ca-aa44-ac561e97be26 · outbound

This paper cites A comprehensive review of robot intelligent grasping based on tactile percep- tion.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model A comprehensive review of robot intelligent grasping based on tactile percep- tion

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.846966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.322544Z digest=sha256:be2a5e3a8c1b5f264271222cf113699a98e4d155cf7c3df3c291db049c05fce4

Observation 317ace6e-1536-440b-9d78-b54be2de34a1 · outbound

This paper cites A survey on multi- modal large language models.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model A survey on multi- modal large language models

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.724802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.390688Z digest=sha256:b6168b684e298fe2d3a8baf5a42ed8b96a57b3844e95fb539145054f042e36cf

Observation 42bda08e-4a32-4d9c-9d50-62fb5350e534 · outbound

This paper cites Objectfolder: A dataset of objects with implicit visual, auditory, and tactile representations.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Objectfolder: A dataset of objects with implicit visual, auditory, and tactile representations

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.605949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.476976Z digest=sha256:b63e71b33a5f36d225c7109ac0a9bbac156ea0882c972ab1c3addb7f0f05208d

Observation 453d2c28-a051-4196-9142-718fb8103e12 · outbound

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

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model An image is worth 16x16 words: Transformers for image recognition at scale

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T17:47:02.581457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:47:02.581457Z digest=sha256:ff108d5a426f29a702a5fae803fe0dd53d7c979e1134750c5ebaaf5d079d84d7

Observation 2a179f00-fea9-4f8c-9f94-bffa3094c111 · outbound

This paper cites Estimating object hardness with a gelsight touch sensor.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Estimating object hardness with a gelsight touch sensor

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.571702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.673175Z digest=sha256:ba49e4c3cfd40317f93883ee2ae438a76266f1fd1460a344b8d59ccbed413d7d

Observation d74dd058-dcd7-434b-815d-50da8c08fbbe · outbound

This paper cites Judging llm-as- a-judge with mt-bench and chatbot arena.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Judging llm-as- a-judge with mt-bench and chatbot arena

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.556292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.751381Z digest=sha256:e6f57c5d6f960709118bb5254c0deabce0346e0d9522a6007fa9c98699f8b872

Observation 3b3e8ecf-e971-470d-811c-0b2dff4d289d · outbound

This paper cites Learning transferable visual models from natural lan- guage supervision.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Learning transferable visual models from natural lan- guage supervision

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.539970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.854235Z digest=sha256:8d50a4d184d6785a78a8f447d3f387b03aa09d1b550f55afe2b4f2f20c7c863d

Observation cf7d101d-5ac3-4e8d-be96-aae041790c1c · outbound

This paper cites Visual prompt tuning.

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Visual prompt tuning

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.524519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:02.962623Z digest=sha256:6129fa7e78c8b93125ad5ee1ed156637f6eafaf0e755d41d8a4efc1c28d15c50

Observation 0d49b233-7b75-42e8-bccc-69d025f10d7e · outbound

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

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model Robust speech recognition via large-scale weak supervision

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:47:03.411869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:47:03.102891Z digest=sha256:377c22fc07cdbd47e043f0c7351b470be9707b45825156329bb7ebbdfc354718

Pith citing papers

Observation 3e89e802-2f76-4118-b66d-6cbbc327d60f · inbound

LightTact: A Visual-Tactile Fingertip Sensor for Deformation-Independent Contact Sensing cites this paper.

LightTact: A Visual-Tactile Fingertip Sensor for Deformation-Independent Contact Sensing Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-03T14:24:42.320796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T14:24:42.320796Z digest=sha256:88e13d2a52f60794fcca68dfe8e216ec98675e14e420693e82a36775c2deb5b6

Observation e5469b82-e12a-49c9-adf9-92a752543576 · inbound

TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance cites this paper.

TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-16T11:07:48.182450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T11:06:23.555610Z digest=sha256:ab55ed7f3ffc25a1b0b9b1461fc95e3864b55b6f71c2ec48494b66f367cfece2

Observation 4c68853a-ae98-46d6-871b-cec59999d52f · inbound

Tactile-based Multimodal Fusion in Embodied Intelligence: A Survey of Vision, Language, and Contact-Driven Paradigms cites this paper.

Tactile-based Multimodal Fusion in Embodied Intelligence: A Survey of Vision, Language, and Contact-Driven Paradigms Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

Reference 83

Resolution
verified exact
arxiv_id, observed 2026-05-20T12:53:17.407959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-20T12:52:15.138790Z digest=sha256:902a65142fd1daef75ae4de062f78d5cb8281a7044276d03da22b6773e2a59d8

Observation 618bcf16-adbf-4053-94c6-6b1f791e9709 · inbound

TouchThinker: Scaling Tactile Commonsense Reasoning to the Open World with Large-scale Data and Action-aware Representation cites this paper.

TouchThinker: Scaling Tactile Commonsense Reasoning to the Open World with Large-scale Data and Action-aware Representation Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T10:07:55.948006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-27T10:15:59.516498Z digest=sha256:d86dad17f76a31dd8656bbb20d1eda29c46bd9a5e75c2075d3199d92cae6e049

Observation 1af725b2-d530-48bd-949f-f3d4f02900c4 · inbound

Tac-DINO: Learning Vision-Tactile Features with Patch Alignment cites this paper.

Tac-DINO: Learning Vision-Tactile Features with Patch Alignment Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

Reference 15

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T09:47:59.766441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-27T10:19:44.434418Z digest=sha256:c94292b397b82687e4a2d708c39128b6e433a02fc57c191fb336a3b350e31423

Observation 0743385d-1566-4997-9b91-0130d68be8d2 · inbound

TacReasoner: A Dynamic Tactile-Language Framework for Interactive Reasoning in Real-World Scenarios cites this paper.

TacReasoner: A Dynamic Tactile-Language Framework for Interactive Reasoning in Real-World Scenarios Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-11T08:20:49.438388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T08:20:49.438388Z digest=sha256:dec305e092ef18468e90ecad5e10201eaa1b314c32abbf2fafb48bb6bb088b2c