Abstract: Techniques for interpreting a text classifier model are described. An exemplary method includes receiving a request to interpret the text classifier; receiving input text to be used to interpret the text classifier; interpreting the text classifier using the input text and masked input text to determine two or more of a counterfactual score for the received input text or an aspect thereof, an importance score for the received input text or an aspect thereof, and a bias score for the received input text or an aspect thereof as requested by the request, and providing the determined one or more scores is provided to a requester.

Abstract: The present disclosure discloses a composition comprising: (a) at least one sulphated galactose; and (b) at least one saccharide selected from a group consisting of disaccharide, trisaccharide, tetrasaccharide, pentasaccharide, and salts thereof. The present disclosure further discloses a weight percentage of the at least one sulphated galactose to be in a range of 15-90% with respect to the total sugar content. Further, the present disclosure discloses a use of the composition for protecting/treating plants from infection. Also provided is a use of the composition for protecting/treating animals from infection. The present disclosure discloses a use of sulphated galactose for protecting/treating plants from infection. Also provided is a use of sulphated galactose for protecting/treating animals from infection. The present disclosure also discloses a method for preparing the composition as described herein.

Abstract: The present disclosure relates to the preservation and processing of polysaccharides having gelling properties from plants. More particularly, the present disclosure provides an antioxidant rich gelling fibre from plants such as seaweed and a method for preparation of the same. The gelling fibre of the present disclosure has improved gelling and/or thickening properties as compared to fibre obtained from fresh unprocessed plant sources such as seaweed and retains the natural antioxidants present in the fresh plant. In particular, seaweed in this disclosure refers to red seaweed. The said method of the present disclosure facilitates minimization of the amount of chemicals traditionally used in such processing methods and helps preserve the naturalness of the fresh plant source. The present disclosure further provides applications of the antioxidant rich gelling fibres of the present disclosure, specifically applications in the food industry.

Abstract: A biostimulant formulation for promoting plant growth, comprising: juice obtained from at least one seaweed species; and hydrolysate obtained from at least one seaweed species pulp, wherein the hydrolysate is obtained from the pulp after juice has been extracted. A method of preparing the biostimulant formulation. A method of contacting the biostimulant formulation with plant to promote the plant growth.

Abstract: A biostimulant formulation for promoting plant growth, comprising: juice obtained from at least one seaweed species; and hydrolysate obtained from at least one seaweed species pulp, wherein the hydrolysate is obtained from the pulp after juice has been extracted. A method of preparing the biostimulant formulation. A method of contacting the biostimulant formulation with plant to promote the plant growth.

Abstract: A scalable and sustainable process for production of renewable chemicals and biofuel from seaweed in its own juices or in seawater without desalination of the seaweeds is provided herein. The process as disclosed in the preset invention is an eco-friendly process for production of renewable chemicals and biofuel with an easy method of disposing of the waste streams. Further, the process as disclosed in the present invention is cost effective, suitable since transporting and storing the raw material obtained in the form of slurry of the seaweeds because of its lesser bulk is easy, easier handling due to its free flowing nature and its direct use for further processing to obtain renewable chemicals and/or biofuel.

Abstract: A scalable and sustainable process for production of renewable chemicals and biofuel from seaweed in its own juices or in seawater without desalination of the seaweeds is provided herein. The process as disclosed in the preset invention is an eco-friendly process for production of renewable chemicals and biofuel with an easy method of disposing of the waste streams. Further, the process as disclosed in the present invention is cost effective, suitable since transporting and storing the raw material obtained in the form of slurry of the seaweeds because of its lesser bulk is easy, easier handling due to its free flowing nature and its direct use for further processing to obtain renewable chemicals and/or biofuel.