Vivek Kulkarni viveksck
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| --- | |
| ### 1. Deliberative Reasoning Agents (The "Thinking" Layer) | |
| This is the current benchmark (e.g., OpenAI o1, DeepSeek-R1). These agents move beyond "instant response" to **System 2 deliberation**. | |
| * **The Capability:** **Inference-Time Scaling.** The agent uses a "hidden scratchpad" to verify its own logic before any action is taken. | |
| * **The Gap it Fills:** Eliminates "shallow hallucinations" by forcing the model to prove its answer to itself. | |
| * **Pitch Phrase:** *"Strategic pause before execution to ensure logical verification."* |
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| import numpy as np | |
| class UCBTopK: | |
| def __init__(self, num_arms): | |
| self.num_arms = num_arms | |
| self.counts = np.zeros(num_arms) | |
| self.values = np.zeros(num_arms) | |
| def select_arm(self, t): | |
| # Initialize: Pull each arm once to get baseline data |
viveksck
/ maximum_entropy_5
Created
August 3, 2020 18:39
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| {"directed": true, "multigraph": false, "graph": {}, "nodes": [{"ppr_percentile": 100.0, "id": "maximum_entropy"}, {"ppr_percentile": 98.0, "id": "simple"}, {"ppr_percentile": 98.66666666666667, "id": "classifier"}, {"ppr_percentile": 95.33333333333334, "id": "emissions"}, {"ppr_percentile": 96.66666666666667, "id": "introduce"}, {"ppr_percentile": 96.0, "id": "regularization"}, {"ppr_percentile": 95.33333333333334, "id": "existing"}, {"ppr_percentile": 97.33333333333334, "id": "based"}, {"ppr_percentile": 95.33333333333334, "id": "whole-sentence"}, {"ppr_percentile": 95.33333333333334, "id": "classifiers"}, {"ppr_percentile": 2.0, "id": "combination"}, {"ppr_percentile": 6.0, "id": "variant"}, {"ppr_percentile": 2.0, "id": "gaussian"}, {"ppr_percentile": 93.33333333333333, "id": "yet"}, {"ppr_percentile": 2.0, "id": "learn"}, {"ppr_percentile": 2.0, "id": "behaviors"}, {"ppr_percentile": 14.000000000000002, "id": "extension"}, {"ppr_percentile": 2.0, "id": "metaclassifier"}, {"ppr_percentile": 2.0, "id": "ru |
viveksck
/ maximum_entropy_4
Created
August 3, 2020 18:36
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| {"directed": true, "multigraph": false, "graph": {}, "nodes": [{"ppr_percentile": 100.0, "id": "maximum_entropy"}, {"ppr_percentile": 95.74468085106383, "id": "train"}, {"ppr_percentile": 99.14893617021276, "id": "models"}, {"ppr_percentile": 97.23404255319149, "id": "based"}, {"ppr_percentile": 99.36170212765958, "id": "classifier"}, {"ppr_percentile": 89.7872340425532, "id": "style-adapted"}, {"ppr_percentile": 90.85106382978724, "id": "classical"}, {"ppr_percentile": 89.7872340425532, "id": "problems"}, {"ppr_percentile": 98.72340425531915, "id": "classifiers"}, {"ppr_percentile": 96.38297872340425, "id": "via"}, {"ppr_percentile": 93.61702127659575, "id": "traditional"}, {"ppr_percentile": 99.7872340425532, "id": "approach"}, {"ppr_percentile": 91.27659574468086, "id": "outperform"}, {"ppr_percentile": 89.7872340425532, "id": "handily"}, {"ppr_percentile": 91.48936170212765, "id": "markov"}, {"ppr_percentile": 98.93617021276596, "id": "novel"}, {"ppr_percentile": 89.7872340425532, "id": "pas"}, {"ppr_perc |
viveksck
/ maximum_entropy_3
Created
August 3, 2020 18:35
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| {"directed": true, "multigraph": false, "graph": {}, "nodes": [{"ppr_percentile": 99.60474308300395, "id": "maximum_entropy"}, {"ppr_percentile": 99.2094861660079, "id": "approach"}, {"ppr_percentile": 83.79446640316206, "id": "dependency_parser"}, {"ppr_percentile": 89.72332015810277, "id": "machine_translation"}, {"ppr_percentile": 98.41897233201581, "id": "classifier"}, {"ppr_percentile": 98.81422924901186, "id": "models"}, {"ppr_percentile": 93.67588932806325, "id": "conditional"}, {"ppr_percentile": 84.58498023715416, "id": "like"}, {"ppr_percentile": 90.11857707509881, "id": "baseline"}, {"ppr_percentile": 88.93280632411067, "id": "technique"}, {"ppr_percentile": 81.02766798418972, "id": "bitext"}, {"ppr_percentile": 97.62845849802372, "id": "using"}, {"ppr_percentile": 98.02371541501977, "id": "novel"}, {"ppr_percentile": 96.44268774703558, "id": "based"}, {"ppr_percentile": 86.16600790513834, "id": "classification"}, {"ppr_percentile": 81.02766798418972, "id": "operating"}, {"ppr_percentile": 42.29249 |
viveksck
/ maximum_entropy_2
Created
August 3, 2020 18:35
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| {"directed": true, "multigraph": false, "graph": {}, "nodes": [{"ppr_percentile": 100.0, "id": "maximum_entropy"}, {"ppr_percentile": 99.58677685950413, "id": "models"}, {"ppr_percentile": 95.86776859504133, "id": "classifier"}, {"ppr_percentile": 93.80165289256198, "id": "conditional"}, {"ppr_percentile": 82.64462809917356, "id": "problems"}, {"ppr_percentile": 88.42975206611571, "id": "markov"}, {"ppr_percentile": 84.29752066115702, "id": "tagger"}, {"ppr_percentile": 97.52066115702479, "id": "based"}, {"ppr_percentile": 85.9504132231405, "id": "employ"}, {"ppr_percentile": 97.93388429752066, "id": "modeling"}, {"ppr_percentile": 96.69421487603306, "id": "approach"}, {"ppr_percentile": 88.01652892561982, "id": "tagging"}, {"ppr_percentile": 69.83471074380165, "id": "framework"}, {"ppr_percentile": 81.81818181818183, "id": "baseline"}, {"ppr_percentile": 87.60330578512396, "id": "classification"}, {"ppr_percentile": 93.38842975206612, "id": "use"}, {"ppr_percentile": 90.9090909090909, "id": "methods"}, {"ppr |
viveksck
/ maximum_entropy_1
Last active
August 3, 2020 18:47
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| {"directed": true, "multigraph": false, "graph": {}, "nodes": [{"ppr_percentile": 33.33333333333333, "id": "maximum_entropy"}, {"ppr_percentile": 66.66666666666666, "id": "framework"}, {"ppr_percentile": 100.0, "id": "computational"}, {"ppr_percentile": 33.33333333333333, "id": "one"}, {"ppr_percentile": 33.33333333333333, "id": "common"}, {"ppr_percentile": 33.33333333333333, "id": "model-theoretic"}, {"ppr_percentile": 33.33333333333333, "id": "uniform"}, {"ppr_percentile": 33.33333333333333, "id": "general"}, {"ppr_percentile": 33.33333333333333, "id": "decouples"}, {"ppr_percentile": 33.33333333333333, "id": "progranuning"}, {"ppr_percentile": 33.33333333333333, "id": "sound"}, {"ppr_percentile": 33.33333333333333, "id": "complex"}, {"ppr_percentile": 33.33333333333333, "id": "logical"}, {"ppr_percentile": 33.33333333333333, "id": "rich"}, {"ppr_percentile": 33.33333333333333, "id": "suggested"}, {"ppr_percentile": 33.33333333333333, "id": "employs"}, {"ppr_percentile": 33.33333333333333, "id": "formal"}, |
viveksck
/ word_embeddings_1
Created
August 3, 2020 18:07
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| {"directed": true, "multigraph": false, "graph": {}, "nodes": [{"ppr_percentile": 100.0, "id": "word_embeddings"}, {"ppr_percentile": 94.70396523628463, "id": "personalized"}, {"ppr_percentile": 95.92612710483432, "id": "obtained"}, {"ppr_percentile": 91.25475285171103, "id": "improved"}, {"ppr_percentile": 72.81368821292776, "id": "revealed"}, {"ppr_percentile": 97.74579033134167, "id": "maps"}, {"ppr_percentile": 94.32373709940249, "id": "outperform"}, {"ppr_percentile": 90.16838674633351, "id": "layer"}, {"ppr_percentile": 99.04942965779468, "id": "called"}, {"ppr_percentile": 86.50190114068441, "id": "attention_network"}, {"ppr_percentile": 98.91363389462249, "id": "neural"}, {"ppr_percentile": 98.47908745247148, "id": "multilingual"}, {"ppr_percentile": 98.7778381314503, "id": "representation"}, {"ppr_percentile": 97.33840304182509, "id": "spaces"}, {"ppr_percentile": 99.10374796306355, "id": "space"}, {"ppr_percentile": 72.81368821292776, "id": "word2sense"}, {"ppr_percentile": 93.67191743617599, "id": |
viveksck
/ word_embeddings_0
Created
August 3, 2020 18:05
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| {"directed": true, "multigraph": false, "graph": {}, "nodes": [{"ppr_percentile": 100.0, "id": "word_embeddings"}, {"ppr_percentile": 99.1869918699187, "id": "continuous"}, {"ppr_percentile": 92.6829268292683, "id": "neural"}, {"ppr_percentile": 84.5528455284553, "id": "train"}, {"ppr_percentile": 84.5528455284553, "id": "coreference-based"}, {"ppr_percentile": 86.58536585365853, "id": "improve"}, {"ppr_percentile": 87.39837398373984, "id": "induced"}, {"ppr_percentile": 93.4959349593496, "id": "vector"}, {"ppr_percentile": 91.46341463414635, "id": "bilingual"}, {"ppr_percentile": 93.90243902439023, "id": "learns"}, {"ppr_percentile": 84.5528455284553, "id": "sentimentspecific"}, {"ppr_percentile": 84.5528455284553, "id": "sentiment-specific"}, {"ppr_percentile": 89.43089430894308, "id": "including"}, {"ppr_percentile": 93.08943089430895, "id": "learned"}, {"ppr_percentile": 98.78048780487805, "id": "features"}, {"ppr_percentile": 85.36585365853658, "id": "rich"}, {"ppr_percentile": 84.95934959349594, "id": " |
viveksck
/ miserables
Created
July 31, 2020 16:09
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| { | |
| "nodes":[ | |
| {"abb":"AL","name":"Alabama","region":"East South Central","group":6}, | |
| {"abb":"AR","name":"Arkansas","region":"West South Central","group":7}, | |
| {"abb":"AZ","name":"Arizona","region":"Mountain","group":8}, | |
| {"abb":"CA","name":"California","region":"Pacific","group":9}, | |
| {"abb":"CO","name":"Colorado","region":"Mountain","group":8}, | |
| {"abb":"CT","name":"Connecticut","region":"New England","group":1}, | |
| {"abb":"DC","name":"DC","region":"South Atlantic","group":5}, | |
| {"abb":"DE","name":"Delaware","region":"South Atlantic","group":5}, |
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