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Paper Citation Record · LEDGER

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning

As of 17 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 3 inbound Pith citation observations for arXiv:2505.02639.

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

pith.paper-citation-record.v1
2505.02639 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:50:24.710901Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:38:22.600458Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T10:37:56.679709Z

Reference resolution

37 of 37 outbound references displayed

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External citation measurements

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Outbound references

Observation 5ceb83a7-ccb5-4342-9336-29fd1ce130d4 · outbound

This paper cites An open source chemical structure curation pipeline using rdkit.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning An open source chemical structure curation pipeline using rdkit

Reference 1

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Observation 9074dc6d-2b2b-4873-a0db-1e1b26b095b6 · outbound

This paper cites Co- ley, Bo Dai, and Le Song.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Co- ley, Bo Dai, and Le Song

Reference 5

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Observation 3ecf2753-75b4-4088-94d5-15359e87c65a · outbound

This paper cites The fine-tuning phase was carried out over 2 epochs with a learning rate of 1e-4.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning The fine-tuning phase was carried out over 2 epochs with a learning rate of 1e-4

Reference 8

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Observation 9d4b867e-5da8-41be-9180-cd46e47c4b17 · outbound

This paper cites Chawla, Olaf Wiest, and Xiangliang Zhang.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Chawla, Olaf Wiest, and Xiangliang Zhang

Reference 10

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Observation 566b5b54-f777-4ed2-ba77-50bb78d8106d · outbound

This paper cites Dual learn- ing for machine translation.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Dual learn- ing for machine translation

Reference 11

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Observation 67d420cc-387d-421e-8fd7-0c6d879c7bea · outbound

This paper cites Levenshtein.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Levenshtein

Reference 13

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Source-reported events for the cited work

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Observation 11bf920c-59e4-46d0-a6b9-9a1107a0027a · outbound

This paper cites Simple yet effec- tive: Structure guided pre-trained transformer for multi- modal knowledge graph reasoning.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Simple yet effec- tive: Structure guided pre-trained transformer for multi- modal knowledge graph reasoning

Reference 15

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Observation de746da6-9549-492f-8c80-461d14b69c1b · outbound

This paper cites Morris, Ruth Huey, William Lindstrom, Michel F.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Morris, Ruth Huey, William Lindstrom, Michel F

Reference 16

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Observation c402ca5f-196c-4419-97f2-a2308896e0fa · outbound

This paper cites Bleu: A method for au- tomatic evaluation of machine translation.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Bleu: A method for au- tomatic evaluation of machine translation

Reference 18

Resolution
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Observation 32d28356-c3f0-43e1-b85e-d884a42ff5c8 · outbound

This paper cites Biot5: Enriching cross-modal integration in biology with chemical knowledge and natural language associations.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Biot5: Enriching cross-modal integration in biology with chemical knowledge and natural language associations

Reference 19

Resolution
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Observation 221b1537-e49a-4bf9-b968-230a9174d0b3 · outbound

This paper cites BioT5+: Towards generalized biolog- ical understanding with IUPAC integration and multi-task tuning.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning BioT5+: Towards generalized biolog- ical understanding with IUPAC integration and multi-task tuning

Reference 20

Resolution
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Observation 267e047e-6fcb-4827-9066-11f6df47e7cd · outbound

This paper cites Extended-connectivity fingerprints.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Extended-connectivity fingerprints

Reference 21

Resolution
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Observation a5d31465-9c5f-4d1e-a625-90eb9956d9b6 · outbound

This paper cites Molecular transformer: a model for uncertainty-calibrated chemical reaction predic- tion.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Molecular transformer: a model for uncertainty-calibrated chemical reaction predic- tion

Reference 24

Resolution
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Observation d5f771c8-eb30-4c29-a92e-c48c75c7297c · outbound

This paper cites Gta: Graph truncated attention for retrosynthesis.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Gta: Graph truncated attention for retrosynthesis

Reference 25

Resolution
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Source-reported events for the cited work

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Observation 6cd38506-2cd7-4b8b-9382-ebfed76b05e8 · outbound

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

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Galactica: A Large Language Model for Science

Reference 27

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Source-reported events for the cited work

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Observation 05b429e6-69fe-4e68-8504-2949624694d1 · outbound

This paper cites Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction prediction.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction prediction

Reference 29

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Observation deba74a4-b608-45b8-80c5-adee0fcad0d2 · outbound

This paper cites Retrosynthetic reac- tion pathway prediction through neural machine transla- tion of atomic environments.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Retrosynthetic reac- tion pathway prediction through neural machine transla- tion of atomic environments

Reference 30

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Observation e6b0297b-0114-4287-97f8-4ad92e9f3b5d · outbound

This paper cites Visualizing data using t-sne.Journal of Machine Learning Research, 9(86):2579–2605,.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Visualizing data using t-sne.Journal of Machine Learning Research, 9(86):2579–2605,

Reference 31

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Observation 6d4618c8-9ef2-43fd-b3d5-4ed949ee9444 · outbound

This paper cites Retroformer: Pushing the limits of end-to-end retrosynthesis transformer.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Retroformer: Pushing the limits of end-to-end retrosynthesis transformer

Reference 32

Resolution
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Observation 2aa1d311-831b-48f8-8cce-3025c9f3bd8d · outbound

This paper cites Retrosynthesis prediction with an interpretable deep-learning framework based on molecu- lar assembly tasks.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Retrosynthesis prediction with an interpretable deep-learning framework based on molecu- lar assembly tasks

Reference 33

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Observation 590e04b3-b6b2-473a-bcf8-87f0b6e226fe · outbound

This paper cites Baize: An open-source chat model with parameter-efficient tuning on self-chat data.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Baize: An open-source chat model with parameter-efficient tuning on self-chat data

Reference 34

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Observation 64004a98-36a6-468f-9013-6acea1936930 · outbound

This paper cites The chembl database in 2023: a drug discovery platform spanning multiple bioac- tivity data types and time periods.Nucleic Acids Research, 52(D1):D1180–D1192,.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning The chembl database in 2023: a drug discovery platform spanning multiple bioac- tivity data types and time periods.Nucleic Acids Research, 52(D1):D1180–D1192,

Reference 35

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Observation a64548ce-a9b3-4d1a-a30e-de1ed519b530 · outbound

This paper cites Developing chemdfm as a large language founda- tion model for chemistry.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Developing chemdfm as a large language founda- tion model for chemistry

Reference 36

Resolution
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Observation 93277a88-2865-4960-9cff-8a89baa92d57 · outbound

This paper cites Knowledge graph contrastive learning based on relation-symmetrical structure.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Knowledge graph contrastive learning based on relation-symmetrical structure

Reference 1966

Resolution
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Observation 56daaadc-bca4-4f7f-b7de-fa73e5082297 · outbound

This paper cites Mol-instructions: A large-scale biomolecular instruction dataset for large language mod- els.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Mol-instructions: A large-scale biomolecular instruction dataset for large language mod- els

Reference 2002

Resolution
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Observation b1cc8c9d-9d18-4b79-929a-8455ee275d9b · outbound

This paper cites Reoptimization of mdl keys for use in drug discovery.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Reoptimization of mdl keys for use in drug discovery

Reference 2008

Resolution
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Source-reported events for the cited work

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Observation 84cf5a12-62c0-4e13-91f3-3b54a1ef7418 · outbound

This paper cites ChatGPT: A language model by OpenAI.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning ChatGPT: A language model by OpenAI

Reference 2009

Resolution
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Observation 222bdad8-d42f-4b02-8009-a38e5dde1a0b · outbound

This paper cites Get your atoms in order–an open-source implementation of a novel and robust molec- ular canonicalization algorithm.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Get your atoms in order–an open-source implementation of a novel and robust molec- ular canonicalization algorithm

Reference 2010

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation c4ba1f1d-f2e6-4efd-ac30-6188a2c15bcd · outbound

This paper cites What’s what: The (nearly) definitive guide to reaction role assignment.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning What’s what: The (nearly) definitive guide to reaction role assignment

Reference 2015

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation e0535fda-a444-43ec-bd9f-d3f6158f6216 · outbound

This paper cites Self-referencing embedded strings (selfies): A 100% ro- bust molecular string representation.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Self-referencing embedded strings (selfies): A 100% ro- bust molecular string representation

Reference 2016

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation faca1dad-b028-45f5-8d3d-44b0d6f3e693 · outbound

This paper cites On the art of compiling and using’drug-like’chemical fragment spaces.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning On the art of compiling and using’drug-like’chemical fragment spaces

Reference 2019

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation e36b84c0-bb00-46ed-845b-9dafb5c54aed · outbound

This paper cites InstructMol: Multi-modal integration for build- ing a versatile and reliable molecular assistant in drug dis- covery.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning InstructMol: Multi-modal integration for build- ing a versatile and reliable molecular assistant in drug dis- covery

Reference 2020

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation eee3d1b3-4091-4478-997d-d0c632da3001 · outbound

This paper cites Stanford Alpaca: An instruction-following LLaMA model,.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Stanford Alpaca: An instruction-following LLaMA model,

Reference 2021

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation ee54244f-1fdd-4bce-8553-20b4670e46d5 · outbound

This paper cites LLaMA: Open and efficient foundation language models,.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning LLaMA: Open and efficient foundation language models,

Reference 2022

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 6e8bea0a-cd42-4cba-a082-48cd2955ef43 · outbound

This paper cites Unifying molecular and textual rep- resentations via multi-task language modelling.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Unifying molecular and textual rep- resentations via multi-task language modelling

Reference 2023

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 4af97729-d39b-4e85-a863-9f91c28d6d5f · outbound

This paper cites ChatGLM: A family of large language models from GLM- 130B to GLM-4 all tools,.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning ChatGLM: A family of large language models from GLM- 130B to GLM-4 all tools,

Reference 2024

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 99c249ed-31ec-4cdd-babc-0f895eb57077 · outbound

This paper cites Vicuna: An open-source chatbot impressing GPT-4 with 90%* ChatGPT quality,.

Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning Vicuna: An open-source chatbot impressing GPT-4 with 90%* ChatGPT quality,

Reference 2025

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Pith citing papers

Observation e4e84ded-0171-4535-a54a-8fda89b154e1 · inbound

ChemPile: A 250GB Diverse and Curated Dataset for Chemical Foundation Models cites this paper.

ChemPile: A 250GB Diverse and Curated Dataset for Chemical Foundation Models Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning

Reference 59

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7f5e2e33-4678-434c-9c0c-6169146c40a5 · inbound

DeepRetro: Retrosynthetic Pathway Discovery using Iterative LLM Reasoning cites this paper.

DeepRetro: Retrosynthetic Pathway Discovery using Iterative LLM Reasoning Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning

Reference 37

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8749df3f-be77-48ee-bae8-dce10ebf232d · inbound

Augmenting Molecular Language Models with Local $n$-gram Memory cites this paper.

Augmenting Molecular Language Models with Local $n$-gram Memory Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning

Reference 55

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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