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@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+assignment[[:space:]]3.ipynb filter=lfs diff=lfs merge=lfs -text
+train_final.csv filter=lfs diff=lfs merge=lfs -text
+train_meta.csv filter=lfs diff=lfs merge=lfs -text

assignment 3.ipynb

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baseline_classifier.pkl

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eval_embeddings.npy

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eval_silver.parquet

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hitl_review_progress_leftout.csv

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+id,text,p_green,u,llm_green_suggested,llm_confidence,llm_rationale
+9133053,"1. A crystallizing glass solder for high-temperature applications, wherein said crystallizing glass solder is free of PbO and contains, in percent by weight on an oxide basis, 25 to 40%, SiO 2 ; <2, Al 2 O 3 ; 8.4 to 11.2%, B 2 O 3 ; 45 to 60%, BaO; 0 to 5%, CaO; 4.4 to 7.0%, MgO; and 4.4 to 15% of a sum total of MgO, CaO and SrO.",0.4974070042692031,0.9948140085384064,0,0.75,"The text describes a crystallizing glass solder with specific compositions but lacks evidence of climate mitigation, energy management benefits, or sustainability impacts. The composition percentages are provided without context on their effects on high-temperature applications or environmental benefits."
+8702964,"1. A method of detecting soil macronutrient, plant nutrient uptake, phosphate contaminant in ground water, phosphate contaminant in rivers and phosphate poison in agriculture products, comprising: introducing a monobasic phosphate (H",0.5029066831929574,0.9941866336140852,0,0.85,"The text describes a method for detecting soil macronutrient, plant nutrient uptake, phosphate contaminants in water bodies, and agriculture products. While it can contribute to sustainable agriculture and environmental management, it does not directly qualify under the Y02 classification of 'Energy, Utilities, and Environment.' The focus is on environmental monitoring and management rather than energy-saving or renewable energy systems."
+8741286,"1. A chimeric thrombin-cleavable derivative of factor X, wherein at least one of arginine, lysine and serine of the chimeric derivative of factor X corresponding to residues at positions 387, 391 and 419, respectively, of SEQ ID NO:1 is replaced by alanine, and wherein a native activation peptide of the factor X is replaced by a fusion protein comprising",0.5037309192034513,0.9925381615930976,1,0.95,"The crystallizing glass solder described in the text is formulated to be lead-free and optimized for high-temperature applications, which qualifies it under the Y02 (Climate Change Mitigation Technologies) classification. The solder reduces environmental hazards and contributes to climate change mitigation by minimizing lead contamination and enhancing sustainability in high-temperature applications."
+8576693,"1. A multi-carrier modem, the modem comprising: a receiver configured to receive a waveform comprising a plurality of spectrally overlapping carrier signals from at least two of a plurality of remote units, wherein the plurality of spectrally overlapping carrier signals are modulated using an inverse Fourier transform algorithm; a transmitter; a processor coupled to the transmitter, wherein the processor outputs data for transmission to the transmitter, wherein the processor applies an inverse Fourier transform algorithm to the data provided to the transmitter; a controller programmed to instruct the transmitter to transmit a predetermined identifier on at least one of the spectrally overlapping carrier signals, the predetermined identifier identifying to a first remote unit a range of the plurality of spectrally overlapping carrier signals for the first remote unit to receive control information.",0.4961578552105295,0.992315710421059,0,0.4,"The multi-carrier modem described in the text does not provide specific data on energy savings or efficiency gains, and its features are standard techniques in communication systems without clear evidence of significant contributions to climate mitigation."
+8689046,"1. A method for recovery of a server, the method comprising: sending transaction requests from clients to the server through a network; receiving the transaction requests at the server; logging a start transaction in an intention log at the start of each transaction request; logging a complete transaction in the intention log at completion of each transaction request; taking a checkpoint at predetermined times, the checkpoint defining a recovery state for the server; asynchronously mirroring the checkpoint to a recovery server; logging a checkpoint taken in the intention log at the start of each taking a checkpoint; logging a checkpoint mirroring complete at completion of the mirroring to the recovery server; and maintaining the intention log at the recovery server by asynchronously mirroring start transactions from the server to the recovery server and synchronously mirroring complete transactions from the server to the recovery server.",0.4930190257698463,0.9860380515396926,0,0.7,"The method described in the text does not meet the criteria for Y02 classification as it primarily focuses on improving server recovery processes, which are part of the broader telecommunications domain. The text lacks specific evidence or metrics demonstrating how the method contributes to climate mitigation."
+8867353,"1. A switch, comprising: a plurality of ingress ports in an input/output section of the switch, said plurality of ingress ports receiving traffic from a corresponding plurality of network devices that are coupled to said plurality of ingress ports via a respective plurality of network communication cables; and a packet rate control module in a processing core section of the switch, said packet rate control module determining whether a combined arrival rate of traffic received on said plurality of ingress ports in said input/output section of the switch exceeds a packet processing rate of said processing core section of the switch in routing said traffic received on said plurality of ingress ports to a plurality of egress ports in said input/output section of the switch, said packet rate control module initiating a delivery of packet rate control messages to said plurality of network devices via said network communication cables upon a determination that said combined arrival rate of traffic received on said plurality of ingress ports in said input/output section of the switch exceeds said packet processing rate of said processing core section of the switch, said packet rate control messages instructing said plurality of network devices to reduce a delivery rate of traffic to said plurality of ingress ports.",0.4928767705670073,0.9857535411340148,0,0.2,"The switch's packet rate control module primarily addresses traffic management and resource conservation, which are necessary but not sufficient conditions for climate mitigation. The text does not provide evidence that the module directly reduces energy consumption or carbon emissions."
+8519178,"1. A method for the purification of a prostaglandin by supercritical fluid chromatography, said method comprising using a stationary phase and a mobile phase comprising carbon dioxide, wherein the stationary phase is a non-chiral stationary phase selected from the group consisting of 4 ethyl pyridine, 2-ethyl pyridine and pyridine urea or a chiral stationary phase and the prostaglandin is a compound of formula (I), a compound of formula (II), or a compound of formula (IV): wherein, V is C; W is X is CONR Y is Z is C R R R R Halo is fluorine, chlorine, bromine or iodine.",0.5080938770175272,0.9838122459649457,0,0.4,"The text does not provide sufficient empirical data to support claims of energy efficiency, water usage reduction, waste reduction, and the green nature of the solvent. These factors are critical for a technology to be classified under the Y02 (Energy and Energy Supply) or Y02 (Energy and Energy Sources) classification."
+8739133,"1. An information processing system for facilitating debugging of a multi-threaded application, the information processing system comprising: a memory; a processor communicatively coupled to the memory; and a debugger configured to receive debugging requests from a user via a graphical user interface and communicatively coupled to the memory and the processor, wherein the debugger is configured to:",0.5083065234354487,0.9833869531291026,0,0.8,"The information processing system for debugging multi-threaded applications does not qualify under the Y02 classification because it does not provide any specific environmental benefits or contribute to climate mitigation. The system is primarily a debugging tool, which does not meet the environmental criteria required for the Y02 classification."

patents_50k_green.parquet

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pool_unlabeled.parquet

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train_embeddings.npy

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train_silver.parquet

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y_train.npy

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