Github Slot Filling

Posted on 3/30/2022by admin

Github Slot Filling Tools
Slot Filling Github
Github Slot Filling Tool

Reviewer/Program Committee

To achieve slot filling, when an utterance is processed and are still slots not filled, the answer provided is replaced by the question of the first slot to fill in the provided language, and the result contains an object slotFill with the information needed to understand what is the intent being filled, the current entities filled, the language, and the current slot being filled. New York University 2012 System for KBP Slot Filling. In Proceedings of the Text Analysis Conference (TAC) 2012. Bonan Min, Shuming Shi, Ralph Grishman and Chin-Yew Lin. Towards Large-Scale Unsupervised Relation Extraction from the Web. In International Journal on Semantic Web and Information Systems (IJSWIS), Volume 8 Issue 3, 2012.

Slot Filling is a typical step after the NER. It can be formulated as: Given an entity of a certain type and a set of all possible values of this entity type provide a normalized form of the entity. In this model, the Slot Filling task is solved by Levenshtein Distance search across all known entities of a given type.
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NLP Venues: NAACL 2021, COLING 2020, SustaiNLP 2020, EMNLP 2020, ACL 2020
ML/AI Venues: ICLR 2021, ICML 2020, AAAI 2017, NIPS 2016

Presentations

Invited Talk at Korea University, 27 Nov 2020
Lecture at DEVIEW, Efficient BERT Inference, 25 Nov 2020
Invited Talk at Lomin, Recent Trends in Natural Language Processing, 26 Oct 2020
Guest Lecture at Yonsei University, Pretrained Language Models for Natural Language Processing, 14 Oct 2020

Teaching

Teaching Assistant, Machine Learning, Seoul National University, Spring 2016
Tutor, Programming Methodology, Seoul National University, Spring 2014
Problem Setter, Korean Olympiad in Informatics (KOI), 2010 – 2014
Student Coach, Training Camp for International Olympiad in Informatics (IOI), 2010 – 2014

Mentor

Soyoung Yoon, Undergraduate at KAIST, Jul 2020 – Present
Jungsoo Park, PhD Student at Korea University, Jul 2020 – Present
Sungbin Kim, MS Student at Inha University, Feb 2020 – Present
Tae-Hwan Jung, Undergraduate at Kyung Hee University, Dec 2019 – Jun 2020
Bumju Kwak, Undergraduate at Seoul National University, Apr 2019 – Aug 2019
Kyungwoo Song, PhD Student at KAIST, Oct 2018 – Dec 2018

Github Slot Filling Tools

open-adressing.py

Slot Filling Github

importsys

classHashTable:

def__init__(self):

self.fill=8# Active + # Dummy

self.list= [0] *self.fill

self.used=0# Active

def__getitem__(self, slot):

returnself.list[slot]

definsert(self, slot, key):

self.used+=1

self.list[slot] =key

ifself.used>2*self.fill/3:

#print 'self.used: %i' % self.used

#print 'self.fill: %i' % self.fill

print'active slots larger than 2/3 max... resizing Table'

return

defprinttable(table):

s=0

print'--------'

foreintable:

print' %i %s '% (s, str(e))

s+=1

print'--------'

return

deflookdict(table, key):

mask=table.fill-1

PERTURB_SHIFT=5

print'looking up key: %s'%str(key)

h=hash(key)

perturb=h

print'the hash is %i'%h

i=h&mask

print'using table slot: %i'%i

iftable[i] 0:

table.insert(i, key)

else:

c=1

#i = 3

whilec<=15:

print'#'*8, 'Collision!', '#'*8

i= (i<<2) +i+perturb+1

perturb >>= PERTURB_SHIFT

slot=i&mask

print'probing attempt %i: trying table slot: %i'% (c, slot)

#print 'perturb: %i' % perturb

iftable[slot] 0:

table.insert(slot, key)

break

else:

c+=1

printtable(table)

returntable

if__name__'__main__'or__name__sys.argv[0]:

table=HashTable()

#table = lookdict(table, 'a')

table=lookdict(table, 'z')