What this category's data looks like
This page addresses the scenario of initial review of academic journal submissions. Materials include submitted manuscripts, author information forms, and plagiarism check reports. Submitted manuscripts carry the main text and multilingual materials, and once they enter the dialogue and retrieval stages they support terminology extraction and generation of comparison drafts; author information forms provide author names, affiliations, signature order, and receipt signatures, and are used to verify signature consistency; plagiarism check reports give duplicated passages and sources, and are used to verify versions and dates. Materials are updated on a rolling basis by submission batch, and each batch contains the manuscript version number, receipt date, and initial review receipt. In terms of field characteristics, the same term appears repeatedly in the multilingual main text, abstract, and keywords, while author information forms and plagiarism check reports each record names, quantities, and dates, making cross-material inconsistency likely. When the three types of materials enter the model access and configuration stage, they serve respectively as dialogue input, retrieval corpus, and verification basis, and the server-side model channel configuration uniformly binds the language model and index model, which are then handed over to dialogue and retrieval for use.
Configuration and implementation checks
This step is executed by the server-side model channel configuration, which outputs model binding relationships and channel responses. The "unified terminology list and comparison draft" is then completed by subsequent AI nodes, code nodes, or manual work. Models are divided into five categories: language, index, rerank, speech synthesis, and speech recognition. Different stages bind different model types; the retrieval stage needs to bind an index model, and the dialogue stage needs to bind a language model.
| Object | Check | Verification action |
|---|---|---|
| Submitted manuscript | The same term must be written consistently throughout the multilingual main text, abstract, and keywords, and the translated name must be able to refer back to the original text; check whether the manuscript version number and receipt date match those in the author information form and plagiarism check report | In the model configuration, check the type annotation and the model name returned by the channel, run a retrieval to confirm the index model is available, and check whether maxContext and maxTokens cover long manuscripts |
| Author information form | Author names, affiliations, signature order, and signatures must be consistent with the manuscript authorship; check whether the receipt date matches the date in the plagiarism check report | Compare the channel configuration and key source, confirm authentication succeeds, then compare item by item the names, quantities, and dates in the author information form and the manuscript |
| Plagiarism check report | The sources of duplicated passages must be synchronized with the manuscript version; check whether the report date is consistent with the receipt date in the author information form, and missing signatures or receipts must be flagged | Check whether the model name returned by the channel is consistent with the name listed in the document; when citation limits are involved, check the tokens of the quoted text, record the number of array entries separately, and check the quoteMaxToken budget |
| Model binding relationships | The bindings of the language model, index model, and rerank model must correspond to the stage, and the answer style must not change abruptly after switching models | In the model configuration, check the type annotation, confirm the toolChoice setting matches the dialogue stage, and record changes to binding relationships |
Three common errors
- Symptom: the same term is written differently in the main text and keywords, and the signature order in the author information form and the manuscript also does not match. Cause: the names, quantities, and dates of the same record in the two materials were not checked in sync.
- Symptom: the plagiarism check report points to an old manuscript version, and the receipt date is inconsistent with the submission date. Cause: versions were not synchronized, and the version number and date were not unified when materials were updated by batch.
- Symptom: the author information form lacks a signature or receipt, and retrieval reports an index-model-related error. Cause: the signature was not completed during material circulation, and the index model was not bound to the retrieval stage.
How to verify the setup
Acceptance for this feature: run one dialogue and one retrieval, check that the model identifier in the response is consistent with the name listed in the document, and confirm that maxContext, maxTokens, and quoteMaxToken do not truncate under long manuscripts.
Business test: sample three terms and check whether their spelling is consistent throughout the text, whether the translated name can refer back to the original text, and check the names, quantities, and dates in the author information form and plagiarism check report.
- In the model configuration, check the type annotation and the model name returned by the channel, and confirm that the language model and index model are bound to the dialogue and retrieval stages respectively.
- Compare the channel configuration and key source, confirm authentication succeeds, and compare item by item the names, quantities, dates, and signatures in the submitted manuscript, author information form, and plagiarism check report.