Gujarati Indic Input 3 Download Free

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This is a PunjabiSBERT model (l3cube-pune/punjabi-sentence-bert-nli) fine-tuned on the STS dataset.

Released as a part of project MahaNLP : -pune/MarathiNLP

A multilingual version of this model supporting major Indic languages and cross-lingual sentence similarity is shared here indic-sentence-similarity-sbert

Other Monolingual similarity models are listed below:

Marathi Similarity

Hindi Similarity

Kannada Similarity

Telugu Similarity

Malayalam Similarity

Tamil Similarity

Gujarati Similarity

Oriya Similarity

Bengali Similarity

Punjabi Similarity

Indic Similarity (multilingual)

Without sentence-transformers, you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings.

This document is subject to BCP 78 and the IETF Trust's LegalProvisions Relating to IETF Documents( -info) in effect on the date ofpublication of this document. Please review these documentscarefully, as they describe your rights and restrictions with respectto this document. Code Components extracted from this document mustinclude Simplified BSD License text as described in Section 4.e ofthe Trust Legal Provisions and are provided without warranty asdescribed in the BSD License.

This document reviews and classifies the collections of code points in the Unicode character set by examining various properties of the code points. It then defines an algorithm for determining a derived property value. It specifies a procedure, and not a table, of code points so that the algorithm can be used to determine code point sets independent of the version of Unicode that is in use.

Some code points need to be allowed in exceptional circumstances, but should be excluded in all other cases; these rules are also described in other documents. The most notable of these are the Join Control characters, U+200D ZERO WIDTH JOINER and U+200C ZERO WIDTH NON-JOINER. Both of them have the derived property value CONTEXTJ. A character with the derived property value CONTEXTJ or CONTEXTO (CONTEXTUAL RULE REQUIRED) is not to be used unless an appropriate rule has been established and the context of the character is consistent with that rule. It is invalid to either register a string containing these characters or even to look one up unless such contextual rule is found and satisfied. Please see Appendix A (Contextual Rules Registry), The Contextual Rules Registry, for more information.

The derived property obtains its value based on a two-step procedure. First, characters are placed in one or more character categories based on either core properties defined by the Unicode Standard or by treating the codepoint as an exception and addressing the codepoint by its codepoint value. These categories are not mutually exclusive.

In the second step, set operations are used with these categories to determine the values for an IDN-specific property. Those operations are specified in Section 3 (Calculation of the Derived Property).

In the following specification of categories, the operationwhich returns the value of a particular Unicode characterproperty for a code point is designated by using theformal name of that property (from PropertyAliases.txt)followed by '(cp)'. For example, the value of theGeneral_Category property for a code point is indicatedby General_Category(cp).

These rules identifies characters commonly used in mnemonics and often informally described as "language characters". In general, only code points assigned to this category are suitable for use in IDN.

This category explicitly lists code points for which the category cannot be assigned using only the core property values that exist in the Unicode standard. The values are according to the table below:

This category includes the code points that property values in versions of Unicode after 5.2 have changed in such a way that the derived property value would no longer be PVALID or DISALLOWED. If changes are made to future versions of Unicode so that code points might change property value from PVALID or DISALLOWED, then this table can be updated and keep special exception values so that the property values for code points stay stable.

Elimination of conjoining Hangul Jamos from the setof PVALID characters results in restricting the setof Korean PVALID characters just to preformed, modernHangul syllable characters. Old Hangul syllables,which must be spelled with sequences of conjoining Hangul Jamos, are not PVALID for IDNs.

This category consists of code points in the Unicode character set that are not (yet) assigned. It should be noted that Unicode distinguishes between 'unassigned code points' and 'unassigned characters'. The unassigned code points are all but (Cn - Noncharacters), while the unassigned *characters* are all but (Cn + Cs).

The algorithm to calculate the value of the derived property is as follows. If the names of a rule (such as Exception) is used, that implies the set of codepoints that the rule define, while the same name as a function call (such as Exception(cp)) imply the value cp has in the Exceptions table.

If .cp. .in. Exceptions Then Exceptions(cp);

Else If .cp. .in. BackwardCompatible Then BackwardCompatible(cp);

Else If .cp. .in. Unassigned Then UNASSIGNED;

Else If .cp. .in. LDH Then PVALID;

Else If .cp. .in. JoinControl Then CONTEXTJ;

Else If .cp. .in. Unstable Then DISALLOWED;

Else If .cp. .in. IgnorableProperties Then DISALLOWED;

Else If .cp. .in. IgnorableBlocks Then DISALLOWED;

Else If .cp. .in. OldHangulJamo Then DISALLOWED;

Else If .cp. .in. LetterDigits Then PVALID;

Else DISALLOWED;

The Categories and Rules defined in Section 2 (Category definitions Used to Calculate Derived Property Value) and Section 3 (Calculation of the Derived Property) apply to all Unicode code points. The table in Appendix B (Codepoints 0x0000 - 0x10FFFF) shows, for illustrative purposes, the consequences of the categories and classification rules, and the resulting property values.

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