Philter 1.11.0
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Span Disambiguation
Describes how Philter can disambiguate between text identified as multiple types of sensitive information.
Span disambiguation is an optional feature in Philter that is disabled by default. Refer to Philter's Settings to enable and configure span disambiguation.
In Philter, a span is a piece of the input text that Philter has identified as sensitive information. A span has a start and end positions, a confidence, a type, and other attributes. Ideally, each piece of identified sensitive information will only have a single span associated with it. In this case, the type of sensitive information is unambiguous. The goal of span disambiguation is provide more accurate filtering by removing the potential ambiguities in the types of sensitive information for duplicate spans.
However, sometimes a piece of text can be identified by multiple spans, each having a different type of sensitive information. In an example hypothetical scenario, let's say given the input text
My SSN is 123456789. , Philter identifies 123456789 as an SSN and as a phone number. This type of scenario can be quite common, and its likelihood increases as the number of enabled filters in a filter profile increase.
The text 123456789 is ambiguously identified as an SSN and as a phone number.
How Philter's Span Disambiguation Works
When we read the sentence
My SSN is 123456789. we can tell the span in question should be identified as an SSN because we can look at the text surrounding the span. We use the surrounding words to deduce the correct type of sensitive information for 123456789.
Looking at the surrounding words gives us clues as to whether it is an SSN or a phone number.
That is exactly how Philter's span disambiguation works. When presented with identical spans differing only by the type of sensitive information, Philter looks at the text surrounding the span in question in combination with the previous spans it has seen in the same context to determine which type of sensitive information is most likely to be correct. Philter then removes the ambiguous spans from the results and replaces them with a single span.
Improves Over Time
Because Philter is able to consider previously seen text to make its decision concerning ambiguous spans, Philter's span disambiguation gets "smarter" as more text is filtered. This is because Philter will have more text to consider in its calculations.
More Details
Span Disambiguation and Confidence Values
Span disambiguation is only invoked for spans that differ only by the type of sensitive information. This means the span's location (start and end positions), confidence, and all other values must match. If two spans have identical locations but have different confidence values, span disambiguation will not be applied and the span having the highest confidence will be used.
Cache Service
When multiple of instances are Philter are deployed alongside each other behind a load balancer, Philter's cache service should be configured and enabled. Philter will store the information needed to disambiguate spans in the cache such that the information is available to each instance of Philter. If only a single instance of Philter is running then the cache service is not required, however, the information needed to disambiguate spans will be stored in memory and will be lost when Philter is stopped or restarted. Because of this, we recommend the cache service always be used unless there is a specific reason not to.
Fine-Tuning the Span Disambiguation
There are properties available to fine-tune how the span disambiguation operates. These properties are not documented because improper use of the properties could have a negative impact on performance. We will be glad to walk through these properties upon request.
Last modified 1yr ago