Paper Citation Record · LEDGER

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling

As of 14 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2508.08334.

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

pith.paper-citation-record.v1
2508.08334 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:12:24.704275Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact3
verified fuzzy1
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f736a7c0-3dd1-4a68-90bb-906095fcc9e7 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.576134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccbae2d3-9396-4f8c-a0e7-31b611b5cea2 · outbound

This paper cites write newline.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.581626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ef24c18-eb22-4564-b0d8-3c29e7084782 · outbound

This paper cites GPT-4 Technical Report.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.587268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e8d80fc-0795-47e1-83c8-d309263eab91 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.593373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1b6d88f-1c92-4483-b0e1-7594ef595093 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:12:25.131961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d9c09bd1-7bbf-4c29-9790-d85e048dcd83 · outbound

This paper cites Translation between Molecules and Natural Language.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Translation between Molecules and Natural Language

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.603943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b2b3290-d90a-47ce-a1b2-1640db99dd37 · outbound

This paper cites Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.609211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4c0bf34-6588-4631-ac83-49a59569e139 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.614526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5853f2f5-59ac-4b80-a512-260b8e1c2803 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:12:25.114226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c8533746-8c07-435c-9e6a-5f7b893f5e92 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:12:25.096827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 106dc4a3-eaff-49ff-85b1-77ea675dc38a · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Semi-Supervised Classification with Graph Convolutional Networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.629999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82660c27-c3a8-46cb-8c7b-7f5c6e45dc11 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:12:25.079229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 27b79f00-9c1f-4a98-be34-9c2de28a8db6 · outbound

This paper cites MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:12:24.866326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d2dde8ac-22f2-407e-999d-5484f83a1a61 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:12:25.062324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation db5f2b70-1865-4eb2-b674-431df3c2aa51 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.650866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9a68bb7-39d5-4f8b-add2-6dd19b9f67a6 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:12:25.034547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dcadeb1c-2ae2-4308-96ae-d3ed7ff772d6 · outbound

This paper cites BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:12:24.841299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cd188383-ac0b-4dc4-9b5b-e6faa3e40603 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:12:25.017080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9fab407d-f818-4de5-add2-13cc95a45ea6 · outbound

This paper cites C.; Hagenbuchner, M.; and Monfardini, G.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling C.; Hagenbuchner, M.; and Monfardini, G

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.669729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9780606-b98d-4b55-a89e-6f8357c79739 · outbound

This paper cites A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.674752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b65dc01a-136b-4f17-a508-ba85859276c3 · outbound

This paper cites Galactica: A Large Language Model for Science.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Galactica: A Large Language Model for Science

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.679801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45aa7ea7-f9d4-417d-bfa4-eb0f399b37bb · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.684679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 947d6a18-e5c6-4f14-b62b-62fce409400b · outbound

This paper cites T.; Nguyen, N.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling T.; Nguyen, N

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:12:24.987998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5d325d74-b037-4432-8317-70e37fd8f154 · outbound

This paper cites Graph Attention Networks.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Graph Attention Networks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:24.694196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a708c8-2c54-4b48-bc6b-49a4e5dc7c53 · outbound

This paper cites an unresolved cited work.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:12:24.970296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation be6b4846-610e-49c3-a303-707bcc8169e2 · outbound

This paper cites Dual-Modality Representation Learning for Molecular Property Prediction.

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling Dual-Modality Representation Learning for Molecular Property Prediction

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:12:24.750892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.