What the documents look like
Chain-store closure settlement handles exit and asset recovery, the opposite direction from headquarters site selection and store opening. The work draws on POS inventory, the fixed-asset system, lease contracts and financial ledgers. Day-to-day materials are closure approvals, inventory clearance notes, lease termination agreements and asset count sheets. These materials sit with chain operations, finance, legal and the landlord contact, and they update irregularly, store by store.
The core action in comparing contracts with transaction materials is placing the agreed value and the recorded value for the same store, the same period and the same field side by side. Common subjects are the store number, the lessor name and the lessee name. Objects are deposits, equipment, inventory and unsettled fees. Status values include approved, pending review, signed, pending signature, terminated and pending termination. The effective range is the lease start and end dates together with the settlement cut-off date.
The exit direction of closure work means that deposit refund conditions, asset ownership and fee settlement bases are spread across several documents. The context and token stage has to organize those materials by store and period into a checkable input, control the length of cited content, and keep enough original passages to support a judgment.
Constraints at the context limits step
The context window is checked against the actual model capability. The reply limit only restricts output length and cannot be used as the full context window. The knowledge base citation limit is measured in tokens; too much cited content crowds out conversation and instruction space, while too little may cut the fields needed for a judgment.
History input affects retrieval and answering for the same question. The same question may produce different input with empty history and with history, so history conditions must be fixed before comparison. When a fixed reply format is used, the fields must be checked for completeness and for whether downstream parsing succeeds; checking text length alone does not confirm that the structure is usable.
A retrieval relevance score is a ranking basis and cannot carry permission or entity isolation. The requirement that a retrieval library and its vector model be consistent applies inside that one retrieval library and does not extend to external business registration systems or other data sources having to use the same model. RRF is the fusion process for mixed retrieval results, not a standalone switch that can be turned on. ReRank requires a model and must be enabled by configuration. Image retrieval requires corresponding image input and model capability. The paths listed in the overall flow do not mean every request executes all of them.
Configuration and implementation checks
Hypothetical drill sample: closure settlement materials for chain brand store S-017. Excerpt from the lease termination agreement: "The lessor agrees to refund the deposit within 15 working days after the lessee completes the asset count and settles the property fee owed through 31 March 2025. The asset count sheet must be signed and confirmed by both parties." Excerpt from the inventory clearance note: "Inventory goods at store S-017 are to be cleared by 10 April 2025; the residual value handling method is pending finance confirmation." Draft sentence to be assessed: "The deposit for store S-017 was refunded on 20 April 2025." This draft sentence lacks a refund execution record and cannot form a same-field comparison with the agreement text.
| Configuration item | Hypothetical starting point for this drill | Reason for the choice and comparison object |
|---|---|---|
| Citation limit | Set to cover the combined length of the agreement excerpt and the clearance note excerpt | Compare whether the cited content includes the deposit refund condition and the count signature requirement |
| Reply limit | Set high enough to output a field-level comparison conclusion | Compare whether the output is truncated and loses a field name or status value |
| Memory turns | Set to keep only the turns needed for the current comparison | Compare the input for the same question under empty history and under history |
| Reply format | Use a fixed structure outputting subject, object, field and status | Compare whether fields are complete and whether downstream parsing succeeds |
| Minimum relevance | Adjusted after observing retrieval results on the sample | Compare whether low-scoring passages crowd out the citation limit |
| Question optimization | Off first when the sample question contains an explicit store number | Compare whether the retrieval terms drift away from the store and period qualifiers when it is on |
Three common errors
- Treating a retrieval hit as authorization confirmation. Retrieving the lease termination agreement text only shows that the text exists in the knowledge base; it does not show that the deposit refund was executed or approved. The draft sentence claims the refund is complete, while the materials contain no refund execution record, so that claim is unsupported.
- Treating a pending review status as a lack of operating permission. A closure approval being under pending review only means the approval process is unfinished; it does not support an inference that the operator has no right to submit materials or initiate a count. The authorization boundary has to be checked separately against approval records and authorization documents.
- Mixing values from different fields into a contradiction. The lease termination agreement sets the deposit refund condition, and the inventory clearance note sets the clearance deadline; the fields differ and the objects differ. A contradiction exists only when the same store, the same period and the same field carry mutually exclusive values. The two excerpts in the sample do not form a contradiction.
How to verify the setup
- Input the lease termination agreement excerpt and the draft sentence from the hypothetical sample, and compare the refund date stated in the draft sentence with the refund condition field agreed in the agreement. Expected observation: the comparison conclusion states that the draft sentence lacks a refund execution record and that the agreement text only sets a condition without confirming that a refund occurred. If the output directly concludes that the refund is complete, the configuration does not meet the comparison requirement.
- Input the inventory clearance note excerpt from the hypothetical sample, and compare the clearance deadline field with the residual value handling status field. Expected observation: the comparison conclusion lists the deadline as agreed and the residual value handling as pending finance confirmation, and does not write the pending status as handled. If the output marks residual value handling as complete, the field status comparison is wrong.
- Input the same question, "What is the deposit refund condition for S-017," under empty history and under history, and compare whether the two retrieval inputs match. Expected observation: both inputs locate the refund condition field in the agreement excerpt. If the retrieval terms under history drift away from the store number or the period qualifier, fix the history condition and check again. For empty-result downstream handling, a clearly defined paper input of an empty array can be used to check the downstream design, without claiming that retrieval necessarily returns an empty array.