What the Data for This Category Looks Like
Oil and gas extraction research reports come from public industry association reports, annual and quarterly special reports from oil and gas production enterprises, and segmented research documents from third-party energy consulting institutions. Regular reports are updated monthly and quarterly. Temporary special briefings are generated for sudden industry events, including oil price fluctuations and the release of new oil field exploration results. Documents typically include modules such as exploration block data, single well productivity, operating costs, and policy impact analysis. Some long documents span dozens of pages. Core data fields include daily single well production, geological reserves, and extraction costs. Corresponding units include cubic meters per day, 100 million cubic meters, US dollars per barrel, and other professional measurement standards.
Constraints for Multiturn Conversation and Prompting
Professional data sources require multiturn conversations to strictly limit recall scope, to avoid mixing non-oil and gas extraction industry content. Differences in update rhythms require prompts to explicitly specify priority use of the latest updated research report content, to ensure data timeliness. Multi-dimensional professional fields require multiturn conversations to retain specific oil field names, measurement units, and other information from historical interactions, to avoid unit confusion or data misalignment. The high proportion of long documents requires the context window to support large capacity, to prevent truncation of key professional data.
Configuration Settings
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
maxContext | 8000–12000 characters | Single oil and gas extraction research reports often reach thousands of words. Multiturn conversations need to retain core fragments of multiple reports and historical interaction content to avoid truncation of key professional data |
recallTopK | Top 6–10 results | Oil and gas research report data dimensions cover multiple directions including exploration, costs, policies, etc. A sufficient number of relevant fragments must be recalled to cover core needs while avoiding interference from redundant information |
similarityThreshold | 0.75–0.85 | The oil and gas industry has dense terminology, so a relatively high similarity threshold is needed to filter non-relevant industry reports and ensure recalled content accurately matches the oil and gas extraction segmented scenario |
temperature | 0.1–0.3 | Oil and gas extraction data requires strict accuracy. A lower temperature reduces the generation of fictional professional terms or incorrect measurement data |
PARSE_FILE_TIMEOUT_SECONDS | 300 seconds | Parsing long research report documents takes a relatively long time. The 300-second timeout configuration covers the parsing duration of most single research reports to avoid timeout failures |
The parameter values provided on this page are common starting points for configuration. Actual values are affected by material form, data volume and business rules. Specific issues require specific analysis, and testing on local samples is recommended before finalizing values.
Three Common Mistakes
- Phenomenon: Global variables display normally when first called in multiturn conversations, but fail to take effect after subsequent modifications to variable values. Cause: Context variable persistence logic for multiturn conversations is not configured, only the first passed variable snapshot is retained.
- Phenomenon: The content of a single question cannot be obtained independently during a conversation, only merged context fragments can be retrieved. Cause: Single-turn question extraction configuration is not enabled, so the model cannot distinguish user inputs from different conversation turns.
- Phenomenon: A
504 Gateway Timeouterror is returned when calling the large model. Cause: ThePARSE_FILE_TIMEOUT_SECONDSconfiguration value is too low, and the timeout is triggered before parsing of the long document research report is completed.
How to Verify Correct Configuration
- Initiate multiturn questions containing multiple oil and gas extraction professional terms, and verify that the model’s returned content includes independent question information from each turn, with no context confusion.
- Adjust the
temperatureconfiguration, observe the accuracy of the model’s returned content, and confirm that it meets the precision requirements of professional data. - Upload the longest single oil and gas research report, check whether parsing is successful, and confirm that the
PARSE_FILE_TIMEOUT_SECONDSconfiguration matches the document parsing duration. - View the recall result list, confirm that the number of recalled entries matches the
recallTopKconfiguration value, and that all content matches the oil and gas extraction segmented scenario.
Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-14.