Paper Citation Record · LEDGER

InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 inbound Pith citation observations for arXiv:2311.16208.

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

pith.paper-citation-record.v1
2311.16208 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 15 of 15 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 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:44:27.322821Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T03:46:32.854356Z

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 b04f190b-ec08-491a-a84e-7aecc514ea2f · inbound

Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models cites this paper.

Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-23T06:47:39.543035Z

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.

Observation 671a6be9-06d9-425b-9d86-9836858086f3 · inbound

From Generalist to Specialist: A Survey of Large Language Models for Chemistry cites this paper.

From Generalist to Specialist: A Survey of Large Language Models for Chemistry InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T23:44:27.322821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71020422-29e3-4844-ab3d-80eda8f44060 · inbound

Navigating Chemical-Linguistic Sharing Space with Heterogeneous Molecular Encoding cites this paper.

Navigating Chemical-Linguistic Sharing Space with Heterogeneous Molecular Encoding InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T23:14:04.749899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6122f64e-64b9-4436-9769-3ff5c5ed39c7 · inbound

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning cites this paper.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 131

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:29.524044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1f15565-32aa-4de0-8892-5460907ffd55 · inbound

Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models cites this paper.

Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-23T04:37:32.071307Z

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.

Observation bee5bf43-80e1-49fb-84a2-f6b1a9a92887 · inbound

Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization cites this paper.

Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T11:06:14.276535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad6c376a-1979-4cae-8dc7-4256244d2442 · inbound

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-23T04:32:33.200945Z

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.

Observation 44c9c792-6efb-4398-8b9f-27e32b0f8136 · inbound

ChemMLLM: Chemical Multimodal Large Language Model cites this paper.

ChemMLLM: Chemical Multimodal Large Language Model InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:04.638015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac01006a-9dd8-4e67-8dfa-d83d636cf731 · inbound

Improving Chemical Understanding of LLMs via SMILES Parsing cites this paper.

Improving Chemical Understanding of LLMs via SMILES Parsing InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:42.679521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76bd8625-66fd-47c8-bca2-ba8f7419a5cf · inbound

NOCL: Node-Oriented Conceptualization LLM for Graph Tasks without Message Passing cites this paper.

NOCL: Node-Oriented Conceptualization LLM for Graph Tasks without Message Passing InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T13:24:00.754276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd5e0e8-a98e-45f4-a9df-1862e4dfb40a · inbound

A Comprehensive Data-centric Overview of Federated Graph Learning cites this paper.

A Comprehensive Data-centric Overview of Federated Graph Learning InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 195

Resolution: unresolved; no resolver link, observed 2026-08-06T15:11:16.068582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5228a25-9b98-4be4-8125-c4ef233bedaf · inbound

CROP: Integrating Topological and Spatial Structures via Cross-View Prefixes for Molecular LLMs cites this paper.

CROP: Integrating Topological and Spatial Structures via Cross-View Prefixes for Molecular LLMs InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T22:32:41.127795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc79d00c-18e9-4072-a04d-754d7e92359f · inbound

Bolek: A Multimodal Language Model for Molecular Reasoning cites this paper.

Bolek: A Multimodal Language Model for Molecular Reasoning InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T16:36:10.075557Z

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.

Observation 3a141438-4f09-4801-83e3-13f8fd90bbb1 · inbound

From Answers to States: Verifiable Process-Level Evaluation of Chemical Reasoning in Large Language Models cites this paper.

From Answers to States: Verifiable Process-Level Evaluation of Chemical Reasoning in Large Language Models InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:46:32.855936Z

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.

Observation 657b80f0-5a36-4abb-b8cc-468c9208b98a · inbound

Hypothesis-and-Refinement Learning of Organic Structures from Multimodal Spectroscopic Data cites this paper.

Hypothesis-and-Refinement Learning of Organic Structures from Multimodal Spectroscopic Data InstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-01T11:44:10.430870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.