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Paper Citation Record · LEDGER

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

As of 8 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 2026-08-08T06:32:00.761636+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:e6e70015eeddbd30d433d7cfc6652be21d3f7dc4f2c58f29f1bb64d4cbf93949

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:01.668900Z digest=sha256:8c7a6329d47be9eb7df7f2ccd41367e879471e34c67cb88d681466c8ef74e0ed

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:01.758987Z digest=sha256:bb3ab82c52af8529e3772724dde719431bf8ed04eaf5478453fc3a7cadc7308f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:01.833962Z digest=sha256:d346402f6137fb190185d84f09de287eb753251ebe5cbdb9324482bd40adcf3d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:01.930077Z digest=sha256:70f021c655a64fc670ede47a5e0d6865fa728dee3bb8f079bbe12a790c7d8e59

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:c1c31f9d0d13ba3c10f11607897fa155732b72ab48343c722e3d6454c001e443

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:e957cd4fcdcde490064368de0df0e7abec48cd0641cc091628df35cba684069c

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=sha256:9435c7c17be57763bfbca4320a0a7d3aa71081d3d743e37c8b3a01120c8216a6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.262374Z digest=sha256:512003639e892534227c7ea195e8c12337a70749097ca61a089c06e466251d07

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.304075Z digest=sha256:6126b299ceeb02fcbf4303d37e6cf0e589acc145389801baff9438c88acc5568

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.322544Z digest=sha256:11d3a9e3030facd17ecfe1b2802847c164295658770ffa27894899537977fb06

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.390688Z digest=sha256:13ba4a11ed5ac90c6a6cccd6cdd5f78511c425a6911177ea313383de4d1e4953

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.476976Z digest=sha256:ab8789b5b46c907bde08efee3813df41b6a67e807e47f4f6b10555637531c8cb

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=sha256:348c20ca6efdf62f59529507f29c6a97d5b08816ae74b977767ca1c22dd0d2b7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.673175Z digest=sha256:e4b69a48f3441af7f6d1c9336c90cbcea4961f7ebd67f96f7ffc418532f9df6c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.751381Z digest=sha256:f7abbe15d17ed6c81f0f6005f6103bae9f76db72081435a2fe221141991b30b5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.854235Z digest=sha256:21d13d0d238199272354e94b9706bbfd4b324df80e448138937b6b04ef1d3a37

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:02.962623Z digest=sha256:49a69a92cef6097dba7bdd48d3290d7b019ce4e9e24932d9e7bc99a879635f36

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:47:03.102891Z digest=sha256:7a588eaf8e0f9dd49c290a14ea226e50c6263eff8e5e7a37b3ecb686068f1b91

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=sha256:2f28a8cbb1d595aa0fd6e92590406f3f2d1666967823d4a8085688520343b501

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T11:06:23.555610Z digest=sha256:f4550f39f16e91113ceeee6c2cfc972111f85dbe0a0a1114733309e783fc9d3f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-20T12:52:15.138790Z digest=sha256:a3f98b09f56f5f810b44650374c2019ffc33f8c8ba348dcc70652f253e78068c

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-27T10:15:59.516498Z digest=sha256:353a6a440e9c03336d840f1cf52c00a755c935c660134af9a3aa762cc0b9c505

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-27T10:19:44.434418Z digest=sha256:af3850588573880e1c40861490e31a45c629ef3b4f3fea03fd8ee9ece19e632a

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=sha256:4190700ecbe8d5258e35aab9955a1593a4d1c4b1de80755b639622996a98a49d