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Paper Citation Record · LEDGER

Demonstrating the Octopi-1.5 Visual-Tactile-Language Model

As of 11 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:01.668900Z digest=sha256:40fc5be0d4d3d761422db524757676e4e20777b09caa5df0e882cbff4cb8a4c8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:01.758987Z digest=sha256:df2f3ece3c4f2a6c6f87f5a6ac6883e23aa5f4840f61f2900ea1833101cf6939

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:01.833962Z digest=sha256:3d131eb3aef8d45e53e1c60c06ea8dd64e0d4a35260b8f717fa5879e1946cd3f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:01.930077Z digest=sha256:45403cc3881a3d0e9dfefc4b3a2f4fa3682d22bb10be0e4fcae8fc30942774db

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.262374Z digest=sha256:d37f44b3612f56ef3a43279041d2c4fe99e582a2cf42965a64e551fbac81f4d9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.304075Z digest=sha256:9f69bd66119bd2a409f50b6f4086a9943c7c8e400a9900821bc36a74c1809baf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.322544Z digest=sha256:50860eef8c1b2bee9bcc46ea69249e850b5a725dab0c85478d7e619e399ea311

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.390688Z digest=sha256:83210006c65c82ac7a0071a3965c1ef10641720046d46f6950d11a4ab1e93bf0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.476976Z digest=sha256:a7c58ddcf7cf3e81bdca8f8da189f07084df061a459d071a65ebf862dc635db5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.673175Z digest=sha256:b1b274ab5bda033cf6a79d5b2f171afc1bee9dfb0d31133539b4c9acb1b41af1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.751381Z digest=sha256:5bebcf055e2b22afa0a3b55b4e2ca34c6389052875dc2252d2f83cbb9cef13f6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.854235Z digest=sha256:de858194250dc6718805e74cc433d553107f0ca1aec8412fc81dc540edc48fd9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:02.962623Z digest=sha256:1068594d1d196546412c57880a275b6c6c8ebaf5b3e1619ed083c5a56bdd614f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T17:47:03.102891Z digest=sha256:235976ee7a4de165ba1768b35b0387d6b902b4f9c6127ca7ea64d3a76dab3062

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T11:06:23.555610Z digest=sha256:6913b261afec76301b6404fd2c64eb5ccb73f2fbcd30bb70b99232473adf04bf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-20T12:52:15.138790Z digest=sha256:241620cdf7d315df67043a7eb46d13c721f2bc4217b6539cac701f79ec845a35

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-27T10:15:59.516498Z digest=sha256:db49484257e855e0aa01112ee8e570bcdc984c5b0b6aa8ae1f648832e678acfa

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-27T10:19:44.434418Z digest=sha256:3595edd8ee7a465285e9c26a330fc097e3862a4fbd3c6ff2246f4a836f94500f

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