{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "\n", "
\n", "" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%%capture\n", "%load_ext autoreload\n", "%autoreload 2\n", "import sys\n", "sys.path.append(\"../statnlpbook/\")\n", "#import util\n", "import ie\n", "import tfutil\n", "import random\n", "import numpy as np\n", "import tensorflow.compat.v1 as tf\n", "tf.disable_v2_behavior()\n", "np.random.seed(1337)\n", "tf.set_random_seed(1337)\n", "\n", "#util.execute_notebook('relation_extraction.ipynb')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "\n", "$$\n", "\\newcommand{\\Xs}{\\mathcal{X}}\n", "\\newcommand{\\Ys}{\\mathcal{Y}}\n", "\\newcommand{\\y}{\\mathbf{y}}\n", "\\newcommand{\\balpha}{\\boldsymbol{\\alpha}}\n", "\\newcommand{\\bbeta}{\\boldsymbol{\\beta}}\n", "\\newcommand{\\aligns}{\\mathbf{a}}\n", "\\newcommand{\\align}{a}\n", "\\newcommand{\\source}{\\mathbf{s}}\n", "\\newcommand{\\target}{\\mathbf{t}}\n", "\\newcommand{\\ssource}{s}\n", "\\newcommand{\\starget}{t}\n", "\\newcommand{\\repr}{\\mathbf{f}}\n", "\\newcommand{\\repry}{\\mathbf{g}}\n", "\\newcommand{\\x}{\\mathbf{x}}\n", "\\newcommand{\\prob}{p}\n", "\\newcommand{\\a}{\\alpha}\n", "\\newcommand{\\b}{\\beta}\n", "\\newcommand{\\vocab}{V}\n", "\\newcommand{\\params}{\\boldsymbol{\\theta}}\n", "\\newcommand{\\param}{\\theta}\n", "\\DeclareMathOperator{\\perplexity}{PP}\n", "\\DeclareMathOperator{\\argmax}{argmax}\n", "\\DeclareMathOperator{\\argmin}{argmin}\n", "\\newcommand{\\train}{\\mathcal{D}}\n", "\\newcommand{\\counts}[2]{\\#_{#1}(#2) }\n", "\\newcommand{\\length}[1]{\\text{length}(#1) }\n", "\\newcommand{\\indi}{\\mathbb{I}}\n", "$$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" }, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%load_ext tikzmagic" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Relation Extraction" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Schedule\n", "\n", "* Motivation: information extraction (10 min.)\n", "* Reminder: named entity recognition (5 min.)\n", "* Background: relation extraction (5 min.)\n", "* Methods: relation extraction (20 min.)\n", "* Relation extraction via reading comprehension (5 min.)\n", "* Break (10 min.)\n", "* Question answering ([slides](question_answering_slides.ipynb))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Information Extraction\n", "\n", "It would be useful to automatically build a database of this form\n", "\n", "\n", "\n", "\n", "\n", "\n", "
BrandParent
KitKatNestle
LiptonUnilever
......
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "or this graph:\n", "![graph](https://geekologie.com/2012/04/25/parent-companies-large.jpg)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "These are all instances of the \"[owned by](https://www.wikidata.org/wiki/Property:P127)\" relation.\n", "Can also be expressed as:\n", "\n", "```\n", "owned_by(KitKat, Nestle)\n", "owned_by(Lipton, Unilever)\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "The web contains a lot of textual evidence for this relation:\n", "\n", "> Dechra Pharmaceuticals, which has just made its second acquisition, had previously purchased Genitrix.\n", "\n", "> Trinity Mirror plc, the largest British newspaper, purchased Local World, its rival.\n", "\n", "> Kraft, owner of Milka, purchased Cadbury Dairy Milk and is now gearing up for a roll-out of its new brand.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "... and for many other relations.\n", "\n", "```\n", "born_in(Barack Obama, Hawaii)\n", "educated_at(Albert Einstein, University of Zürich)\n", "occupation(Steve Jobs, businessman)\n", "spouse(Angela Merkel, Joachim Sauer)\n", "...\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Information Extraction: Motivation\n", "\n", "* The amount of available information is vast and still growing quickly\n", "* Text contains a lot of information\n", "* Only some of information is relevant for each use case\n", "* How can we automatically make sense of information?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Information Extraction: Examples\n", "\n", "ReVerb ([Fader et al., 2011](https://www.aclweb.org/anthology/D11-1142.pdf)) demo:\n", "\n", "* [who is owned by Nestle?](https://openie.allenai.org/search?arg1=&rel=owned+by&arg2=Nestle&corpora=)\n", "* [whom did Google purchase?](https://openie.allenai.org/search?arg1=Google&rel=purchased&arg2=&corpora=)\n", "* [who invented the computer?](https://openie.allenai.org/search?arg1=who&rel=invented&arg2=the+computer&corpora=)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Subtasks of Information Extraction\n", "\n", "* **Named Entity Recognition (NER)**:\n", " * Recognise boundaries of entities in text, e.g., \"New York\", \"New York Times\"\n", " * Assign a type to each entity (e.g., \"New York\" -> LOC, \"New York Times\" -> ORG)\n", " * [Sequence labelling task](chapters/sequence_labelling.ipynb)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* **Relation** Extraction:\n", " * Recognise relations between entities, e.g., \"Isabelle Augenstein assoc.prof-at KU\"\n", " * [Classification task](chapters/doc_classify.ipynb)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* **Temporal** Information Extraction:\n", " * Recognise and/or normalise temporal expressions, e.g., \"tomorrow morning at 8\" -> \"2016-11-26 08:00:00\"\n", " * Sequence labelling or generation task" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* **Event** Extraction:\n", " * Recognise events, typically consisting of entities and relations between them at a point in time and place, e.g., an election\n", " * Classification task" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Reminder: named entity recognition (NER)\n", "\n", "| |\n", "|-|\n", "| \\[Barack Obama\\]PER was born in \\[Hawaii\\]LOC |\n", "\n", "| |\n", "|-|\n", "| \\[Isabelle Augenstein\\]PER is an associate professor at the \\[University of Copenhagen\\]ORG |" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### NER as sequence labeling with IOB encoding\n", "\n", "Label tokens as beginning (B), inside (I), or outside (O) a **named entity:**\n", "\n", "| | | | | | |\n", "|-|-|-|-|-|-|\n", "| Barack | Obama | was | born | in | Hawaii |\n", "| B-PER | I-PER | O | O | O | B-LOC |\n", "\n", "\n", "||||||||||\n", "|-|-|-|-|-|-|-|-|-|\n", "| Isabelle | Augenstein | is | an | associate | professor | at | the | University | of | Copenhagen |\n", "| B-PER | I-PER | O | O | O | O | O | O | B-ORG | I-ORG | I-ORG |\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### NER with BiLSTM-CRFs\n", "\n", "
\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Relation Extraction\n", "\n", "Task of extracting **semantic relations between arguments**\n", "* Arguments are entities\n", " * Entity types may be \"a company\" (ORG), \"a person\" (PER), \"a location\" (LOC)\n", " * Entities are instances of these types (e.g., \"Microsoft\", \"Bill Gates\")\n", "* Builds on named entity recognition" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Relation Extraction: Example\n", " \n", "Step 1: IOB sequence labelling for NER\n", "\n", "| Isabelle | Augenstein | is | an | associate | professor | at | the | University | of | Copenhagen |\n", "|-|-|-|-|-|-|-|-|-|\n", "| B-PER | I-PER | O | O | O | O | O | O | B-ORG | I-ORG | I-ORG |\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Step 2: NE decoding\n", " \n", " * Isabelle Augenstein: PER \n", " * University of Copenhagen: ORG" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Step 3: Relation extraction\n", " \n", " \n", "| Relation | Entity 1 |Entity 2 |\n", "|---------|-----------|-----------|\n", "| associate professor at | Isabelle Augenstein | University of Copenhagen |" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Knowledge Bases\n", "\n", "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Relation Extraction for Automated Knowledge Base Construction\n", "\n", "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### AKBC: Biomedical Processes\n", "\n", "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### AKBC: Drug-Gene Interactions\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Existing Knowledge Bases\n", "\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Relation Extraction as Classification\n", "* Input space $\\mathcal{X}$: argument pairs $\\in\\mathcal{E}$ and supporting texts $\\in\\mathcal{S}$\n", " * e.g., ((Isabelle Augenstein, University of Copenhagen), \"Isabelle Augenstein is an associate professor at the University of Copenhagen\")\n", "* Output space $\\mathcal{Y}$: set of relation labels\n", " * e.g., $\\Ys=\\{ \\text{assoc-prof-at}, \\text{founder-of},\\text{employee-at},\\text{professor-at},\\text{NONE}\\}$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* **Goal**: train model \\\\(s_{\\params}(\\x,y)\\\\) that assigns high *scores* to a correct label $\\mathcal{y}$ for $\\mathcal{\\x}$, low scores otherwise \n", "* **Training**: learn parameters \\\\(\\params\\\\) from training set of $(\\mathcal{\\x,y})$ pairs\n", "* **Prediction** of labels for input instances $\\mathcal{\\x}$: solve maximisation problem $\\argmax_y s_{\\params}(\\x,y)$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "
\n", " Source: http://ai.stanford.edu/blog/weak-supervision/\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Relation Extraction Approaches\n", "* **Pattern-Based** Relation Extraction:\n", " * Extract relations via manually defined textual patterns\n", "* **Bootstrapping**:\n", " * Iterative pattern-based relation extraction" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* **Supervised** Relation Extraction:\n", " * Train supervised model from manually labelled training examples\n", "* **Distantly Supervised** Relation Extraction:\n", " * Supervised model with automatically annotated training data" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* **Universal Schema** Relation Extraction:\n", " * Model relation types and surface forms in same semantic space\n", "* **Transfer Learning** for Relation Extraction:\n", " * Use word or sentence embeddings trained on larger dataset, see representation learning lecture slides ([intro](dl-representations.ipynb), [LMs](language_models_slides.ipynb), [RNNs](rnn_slides_ucph.ipynb), [contextualized representations](dl-representations_contextual.ipynb), [transfer learning](transfer_learning_slides.ipynb))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "## Relation Extraction: Running Example\n", "* Extracting `method used for task` relations from sentences in computer science publications\n", "* The first step would normally be to detect pairs of arguments $\\mathcal{E}$. For simplicity, our training data already contains those annotations.\n", "\n", "Example publications:\n", "* https://www.sciencedirect.com/science/article/pii/S1474034613000475\n", "* https://www.sciencedirect.com/science/article/pii/S1474034613000773\n", "* https://www.sciencedirect.com/science/article/pii/S1474034615000166" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Pattern-Based Extraction\n", "* The simplest relation extraction method\n", "* Set of textual patterns for each relation\n", "* Assign labels to entity pairs whose sentences match that pattern\n", " * Labels: relation types or `NONE`\n", "* Data: entity pairs $\\mathcal{E}$, patterns $A$, labels $Y$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "[('demonstrates XXXXX and clustering techniques for XXXXX',\n", " ['text mining', 'building domain ontology']),\n", " ('demonstrates text mining and XXXXX for building XXXXX',\n", " ['clustering techniques', 'domain ontology']),\n", " ('the XXXXX is able to enhance the XXXXX',\n", " ['ensemble classifier', 'detection of construction materials'])]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "training_patterns, training_entpairs = ie.readLabelledPatternData()\n", "# Training patterns and entity pairs for relation `method used for task`\n", "list(zip(training_patterns[:3], training_entpairs[:3]))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "* Patterns: sentences where entity pairs are blanked with placeholder 'XXXXX'\n", "* Here: \n", " * Only one relation, `method used for task` (decide between it and `NONE`)\n", " * Manually defined patterns\n", "* Labels for training data, no labels for test data\n", "* Task: 'predict' labels for test data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "[('a method for estimation of XXXXX of XXXXX is presented',\n", " ['effective properties', 'porous materials']),\n", " ('accounting for XXXXX is essential for estimation of XXXXX',\n", " ['nonlinear effects', 'effective properties']),\n", " ('develops the heterogeneous XXXXX for fiber-reinforced XXXXX',\n", " ['feature model', 'object modeling'])]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "testing_patterns, testing_entpairs = ie.readPatternData()\n", "# Testing patterns and entity pairs\n", "list(zip(testing_patterns[0:3], testing_entpairs[:3]))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Closer look at pattern matching\n", "* Patterns in the training data: sentences where entity pairs are blanked with `XXXXX`\n", "* Suggested improvement:\n", " * We could use those patterns to find more sentences\n", " * However, we are not likely to find many since patterns are very specific to the example\n", "* We need to **generalise** those patterns to less specific ones\n", " * e.g. define sequence of words between each entity pair as a pattern" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "demonstrates XXXXX and clustering techniques for XXXXX\n" ] }, { "data": { "text/plain": [ "'and clustering techniques for'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def sentence_to_short_pattern(sent):\n", " \"\"\"\n", " Returns the sequence between two arguments in a sentence, where the arguments have been masked\n", " Args:\n", " sent: the sentence\n", " Returns:\n", " the sequence between to arguments\n", " \"\"\"\n", " sent_toks = sent.split(\" \")\n", " indeces = [i for i, ltr in enumerate(sent_toks) if ltr == \"XXXXX\"]\n", " pattern = \" \".join(sent_toks[indeces[0]+1:indeces[1]])\n", " return pattern\n", "\n", "print(training_patterns[0])\n", "sentence_to_short_pattern(training_patterns[0])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Revised pattern extraction approach\n", " * Define sentence shortening / **pattern generalisation method**\n", " * Apply patterns to testing instances to classify them into `method used for task` and `NONE`\n", "\n", "Example: return instances which contain a `method used for task` pattern" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "['paper reviews applications of XXXXX in XXXXX',\n", " 'a novel approach was developed to determine the XXXXX in XXXXX',\n", " 'four different types of insoles were examined in terms of their effects on XXXXX in XXXXX',\n", " 'the findings can aid in better understanding the insole design features that could improve XXXXX in XXXXX',\n", " 'this new approach provides more degrees of freedom and XXXXX in XXXXX']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def pattern_extraction(training_sentences, testing_sentences):\n", " \"\"\"\n", " Given a set of patterns for a relation, searches for those patterns in other sentences\n", " Args:\n", " sent: training sentences with arguments masked, testing sentences with arguments masked\n", " Returns:\n", " the testing sentences which the training patterns appeared in\n", " \"\"\"\n", " # convert training and testing sentences to short paths to obtain patterns\n", " training_patterns = set([sentence_to_short_pattern(train_sent) for train_sent in training_sentences])\n", " testing_patterns = [sentence_to_short_pattern(test_sent) for test_sent in testing_sentences]\n", " # look for match of training and testing patterns\n", " testing_extractions = []\n", " for i, testing_pattern in enumerate(testing_patterns):\n", " if testing_pattern in training_patterns: # look for exact matches of patterns\n", " testing_extractions.append(testing_sentences[i])\n", " return testing_extractions\n", "\n", "pattern_extraction(training_patterns[:300], testing_patterns[:300])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "* Problems with approach: \n", " * set of patterns has to be defined manually\n", " * the model does not learn new patterns\n", "\n", "* Next: approach which addresses those two shortcomings\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Bootstrapping\n", "\n", "* Input: a set of entity pairs\n", "* Overall idea: extract patterns and entity pairs **iteratively**\n", "* One of the first algorithms: [DIPRE (Sergey Brin, 1999)](http://ilpubs.stanford.edu:8090/421/1/1999-65.pdf)\n", "* Two helper methods: \n", " * *use entity pairs* to find/generate (more) patterns\n", " * *apply patterns* to find entity pairs\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# use patterns to find more entity pairs\n", "def search_for_entpairs_by_patterns(training_patterns, testing_patterns, testing_entpairs, testing_sentences):\n", " testing_extractions = []\n", " appearing_testing_patterns = []\n", " appearing_testing_entpairs = []\n", " for i, testing_pattern in enumerate(testing_patterns): # iterate over patterns\n", " if testing_pattern in training_patterns: # if there is an exact match of a pattern\n", " testing_extractions.append(testing_sentences[i]) # add the corresponding sentence\n", " appearing_testing_patterns.append(testing_pattern) # add the pattern\n", " appearing_testing_entpairs.append(testing_entpairs[i]) # add the entity pairs\n", " return testing_extractions, appearing_testing_patterns, appearing_testing_entpairs\n", "\n", "# use entity pairs to find more patterns\n", "def search_for_patterns_by_entpairs(training_entpairs, testing_patterns, testing_entpairs, testing_sentences):\n", " testing_extractions = []\n", " appearing_testing_patterns = []\n", " appearing_testing_entpairs = []\n", " for i, testing_entpair in enumerate(testing_entpairs): # iterate over entity pairs\n", " if testing_entpair in training_entpairs: # if there is an exact match of an entity pair\n", " testing_extractions.append(testing_sentences[i]) # add the corresponding sentence\n", " appearing_testing_entpairs.append(testing_entpair) # add the entity pair\n", " appearing_testing_patterns.append(testing_patterns[i]) # add the pattern\n", " return testing_extractions, appearing_testing_patterns, appearing_testing_entpairs" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "The two helper functions are then applied iteratively:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "def bootstrapping_extraction(train_sents, train_entpairs, test_sents, test_entpairs, num_iter=10):\n", " \"\"\"\n", " Given a set of patterns and entity pairs for a relation, extracts more patterns and entity pairs iteratively\n", " Args:\n", " train_sents: training sentences with arguments masked\n", " train_entpairs: training entity pairs\n", " test_sents: testing sentences with arguments masked\n", " test_entpairs: testing entity pairs\n", " Returns:\n", " the testing sentences which the training patterns or any of the inferred patterns appeared in\n", " \"\"\"\n", " # convert training and testing sentences to short paths to obtain patterns\n", " train_patterns = set([sentence_to_short_pattern(s) for s in train_sents])\n", " train_patterns.discard(\"in\") # too general, remove this\n", " test_patterns = [sentence_to_short_pattern(s) for s in test_sents]\n", " test_extracts = []\n", "\n", " # iteratively get more patterns and entity pairs\n", " for i in range(1, num_iter):\n", " print(\"Number extractions at iteration\", str(i), \":\", str(len(test_extracts)))\n", " print(\"Number patterns at iteration\", str(i), \":\", str(len(train_patterns)))\n", " print(\"Number entpairs at iteration\", str(i), \":\", str(len(train_entpairs)))\n", " # get more patterns and entity pairs\n", " test_extracts_e, ext_test_patterns_e, ext_test_entpairs_e = search_for_patterns_by_entpairs(train_entpairs, test_patterns, test_entpairs, test_sents)\n", " test_extracts_p, ext_test_patterns_p, ext_test_entpairs_p = search_for_entpairs_by_patterns(train_patterns, test_patterns, test_entpairs, test_sents)\n", " # add them to the existing patterns and entity pairs for the next iteration\n", " train_patterns.update(ext_test_patterns_p)\n", " train_patterns.update(ext_test_patterns_e)\n", " train_entpairs.extend(ext_test_entpairs_p)\n", " train_entpairs.extend(ext_test_entpairs_e)\n", " test_extracts.extend(test_extracts_p)\n", " test_extracts.extend(test_extracts_e)\n", "\n", " return test_extracts, test_entpairs" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number extractions at iteration 0 : 0\n", "Number patterns at iteration 0 : 19\n", "Number entpairs at iteration 0 : 20\n", "Number extractions at iteration 1 : 78\n", "Number patterns at iteration 1 : 19\n", "Number entpairs at iteration 1 : 98\n", "Number extractions at iteration 2 : 239\n", "Number patterns at iteration 2 : 24\n", "Number entpairs at iteration 2 : 259\n", "Number extractions at iteration 3 : 405\n", "Number patterns at iteration 3 : 24\n", "Number entpairs at iteration 3 : 425\n", "Number extractions at iteration 4 : 571\n", "Number patterns at iteration 4 : 24\n", "Number entpairs at iteration 4 : 591\n", "Number extractions at iteration 5 : 737\n", "Number patterns at iteration 5 : 24\n", "Number entpairs at iteration 5 : 757\n", "Number extractions at iteration 6 : 903\n", "Number patterns at iteration 6 : 24\n", "Number entpairs at iteration 6 : 923\n", "Number extractions at iteration 7 : 1069\n", "Number patterns at iteration 7 : 24\n", "Number entpairs at iteration 7 : 1089\n", "Number extractions at iteration 8 : 1235\n", "Number patterns at iteration 8 : 24\n", "Number entpairs at iteration 8 : 1255\n", "Number extractions at iteration 9 : 1401\n", "Number patterns at iteration 9 : 24\n", "Number entpairs at iteration 9 : 1421\n" ] } ], "source": [ "test_extracts, test_entpairs = ie.bootstrappingExtraction(training_patterns[:20], training_entpairs[:20], testing_patterns, testing_entpairs, 10)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Problem: \n", "* with each iteration, the number of pattern, entity pairs and extractions increases\n", "* however, they are less correct" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is firstly introduced in\n", "is higher in\n", "and finally to illustrate the applicability of the proposed method , a\n", "is proposed to plan and execute task in\n", "is introduced in\n" ] } ], "source": [ "train_patterns = set(sentence_to_short_pattern(s) for s in training_patterns[:20])\n", "test_patterns = set(sentence_to_short_pattern(s) for s in test_extracts)\n", "\n", "# patterns that do not co-occur with first set of entity pairs\n", "for p in test_patterns:\n", " if p not in train_patterns:\n", " print(p)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "* One of the reasons is that the semantics of the pattern shifts (\"**semantic drift**\")\n", " * Here we try to find new patterns for `method used for task`\n", " * Many overlapping contexts - imagine the relations `employee-at`, `student-at`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Supervised Relation Extraction\n", "* Scoring model \\\\(s_{\\params}(\\x,y)\\\\) is estimated based on training sentences $\\mathcal{X}$ and their labels $\\mathcal{Y}$\n", "* At testing time, predict highest-scoring label for each testing instance: $$ \\argmax_{\\y\\in\\Ys} s_{\\params}(\\x,\\y) $$\n", "* Requires both positive (`method used for task`) and negative (`NONE`) training examples" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Manually labelled data set consists of 22 negative training examples and 22 positive training examples\n", "\n" ] }, { "data": { "text/plain": [ "[('a new XXXXX is proposed to solve the XXXXX associated with damage assessment',\n", " ['dynamic quantum pso algorithm', 'inverse problem'],\n", " 'method used for task'),\n", " ('XXXXX ( sa ) helps ivs in XXXXX with time constraint',\n", " ['sensitivity analysis', 'heterogeneous input variables'],\n", " 'NONE'),\n", " ('this study focused on the XXXXX of XXXXX in images',\n", " ['automatic detection', 'construction materials'],\n", " 'NONE'),\n", " ('design of a XXXXX used as XXXXX',\n", " [\" ['case study\", 'wind turbine blade'],\n", " 'NONE')]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "training_sents, training_entpairs, training_labels = ie.readLabelledData()\n", "print(\"Manually labelled data set consists of\", training_labels.count(\"NONE\"), \n", " \"negative training examples and\", training_labels.count(\"method used for task\"), \"positive training examples\\n\")\n", "list(zip(training_sents[21:25], training_entpairs[21:25], training_labels[21:25]))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Feature extraction\n", "Represent training and testing data as feature vectors.\n", "\n", "Typical features:\n", "* Patterns!\n", "* Shortest dependency path between two entities (see [parsing slides](dependency_parsing_slides.ipynb))\n", "* Bag-of-words/n-grams (as in examples coming up; using `sklearn`'s built-in feature extractor)\n", "\n", "
\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from sklearn.feature_extraction.text import CountVectorizer\n", "\n", "def feat_transform(sents_train, sents_test):\n", " cv = CountVectorizer()\n", " cv.fit(sents_train)\n", " features_train = cv.transform(sents_train)\n", " features_test = cv.transform(sents_test)\n", " return features_train, features_test, cv\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "\n", "def model_train(feats_train, labels):\n", " model = LogisticRegression(penalty='l2', solver='liblinear') # logistic regression model with l2 regularisation\n", " model.fit(feats_train, labels) # fit the model to the transformed training data\n", " return model\n", "\n", "def predict(model, features_test):\n", " \"\"\"Find the most compatible output class\"\"\"\n", " preds = model.predict(features_test) # this returns the predicted labels\n", " return preds" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "def supervised_extraction(train_sents, train_entpairs, train_labels, test_sents, test_entpairs):\n", " \"\"\"\n", " Given pos/neg training instances, train a logistic regression model with simple BOW features and predict labels on unseen test instances\n", " Args:\n", " train_sents: training sentences with arguments masked\n", " train_entpairs: training entity pairs\n", " train_labels: labels of training instances\n", " test_sents: testing sentences with arguments masked\n", " test_entpairs: testing entity pairs\n", " Returns:\n", " predictions for the testing sentences\n", " \"\"\"\n", " # extract short patterns from training and testing sentences\n", " train_patterns = [sentence_to_short_pattern(test_sent) for test_sent in train_sents]\n", " test_patterns = [sentence_to_short_pattern(test_sent) for test_sent in test_sents]\n", " features_train, features_test, cv = feat_transform(train_patterns, test_patterns) # extract features\n", " model = model_train(features_train, train_labels) # train model\n", " predictions = predict(model, features_test) # get predictions\n", " return predictions" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "[('NONE',\n", " 'a method for estimation of XXXXX of XXXXX is presented',\n", " ['effective properties', 'porous materials']),\n", " ('method used for task',\n", " 'accounting for XXXXX is essential for estimation of XXXXX',\n", " ['nonlinear effects', 'effective properties']),\n", " ('method used for task',\n", " 'develops the heterogeneous XXXXX for fiber-reinforced XXXXX',\n", " ['feature model', 'object modeling']),\n", " ('NONE',\n", " 'two formulations for the problem of optimum XXXXX of onshore XXXXX',\n", " ['layout design', 'wind farms']),\n", " ('method used for task',\n", " 'boundary-value and initial-value XXXXX are solved using XXXXX and graph products',\n", " ['differential equations', 'finite difference method']),\n", " ('method used for task',\n", " 'boundary-value and initial-value XXXXX are solved using finite difference method and XXXXX',\n", " ['differential equations', 'graph products']),\n", " ('method used for task',\n", " 'boundary-value and initial-value differential equations are solved using XXXXX and XXXXX',\n", " ['finite difference method', 'graph products']),\n", " ('method used for task',\n", " 'an XXXXX to couple cfd and XXXXX is presented',\n", " ['open-source software', 'multiobjective optimization']),\n", " ('method used for task',\n", " 'parallel XXXXX for solving cfd XXXXX is implemented',\n", " ['evolutionary algorithm', 'optimization problems']),\n", " ('method used for task',\n", " 'a novel XXXXX platform is developed for the examination of an rfid-enabled mascs in a flexible XXXXX , and several system performance measures are considered in the XXXXX platform',\n", " ['assembly line', 'simulation test'])]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "testing_preds = supervised_extraction(training_sents, training_entpairs, training_labels, testing_patterns, testing_entpairs)\n", "list(zip(testing_preds, testing_patterns, testing_entpairs))[:10]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Distant Supervision\n", "* Supervised learning typically requires large amounts of hand-labelled training examples\n", "* It is **time-consuming and expensive** to manually label examples\n", " * It is desirable to find ways of automatically or semi-automatically producing more training data\n", " * We have already seen one example of this, bootstrapping\n", "* Downside of bootstrapping: **semantic drift** \n", " * due to the iterative nature of finding good entity pairs and patterns\n", "* Alternative: distant supervision" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "* We still have a set of entity pairs $\\mathcal{E}$, their relation types $\\mathcal{Y}$ and a set of sentences $\\mathcal{X}$ as an input\n", " * but we do **not require pre-defined patterns**\n", "* Instead, entity pairs and relations are obtained from a **knowledge resource**, e.g. the [Wikidata knowledge base](https://www.wikidata.org), Yago or Freebase\n", "* Those are used to automatically label all sentences with relations\n", "* Afterwards: supervised learning" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" }, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "def distantly_supervised_labelling(kb_entpairs, unlab_sents, unlab_entpairs):\n", " \"\"\"\n", " Label instances using distant supervision assumption\n", " Args:\n", " kb_entpairs: entity pairs for a specific relation\n", " unlab_sents: unlabelled sentences with entity pairs anonymised\n", " unlab_entpairs: entity pairs which were anonymised in unlab_sents\n", "\n", " Returns: pos_train_sents, pos_train_enpairs, neg_train_sents, neg_train_entpairs\n", "\n", " \"\"\"\n", " train_sents, train_entpairs, train_labels = [], [], []\n", " for i, unlab_entpair in enumerate(unlab_entpairs):\n", " # if the entity pair is a KB tuple, it is a positive example for that relation\n", " if unlab_entpair in kb_entpairs: \n", " train_entpairs.append(unlab_entpair)\n", " train_sents.append(unlab_sents[i])\n", " train_labels.append(\"method used for task\")\n", " else: # else, it is a negative example for that relation\n", " train_entpairs.append(unlab_entpair)\n", " train_sents.append(unlab_sents[i])\n", " train_labels.append(\"NONE\")\n", "\n", " return train_sents, train_entpairs, train_labels" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "def distantly_supervised_extraction(kb_entpairs, unlab_sents, unlab_entpairs, test_sents, test_entpairs):\n", " # training_data <- Find training sentences with entity pairs\n", " train_sents, train_entpairs, train_labels = distantly_supervised_labelling(kb_entpairs, unlab_sents, unlab_entpairs)\n", " \n", " print(\"Distantly supervised labelling results in\", train_labels.count(\"NONE\"), \n", " \"negative training examples and\", train_labels.count(\"method used for task\"), \"positive training examples\")\n", " \n", " # training works the same as for supervised RE\n", " return supervised_extraction(train_sents, train_entpairs, train_labels, test_sents, test_entpairs)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Distantly supervised labelling results in 22 negative training examples and 22 positive training examples\n" ] }, { "data": { "text/plain": [ "[('NONE',\n", " 'a method for estimation of XXXXX of XXXXX is presented',\n", " ['effective properties', 'porous materials']),\n", " ('method used for task',\n", " 'accounting for XXXXX is essential for estimation of XXXXX',\n", " ['nonlinear effects', 'effective properties']),\n", " ('method used for task',\n", " 'develops the heterogeneous XXXXX for fiber-reinforced XXXXX',\n", " ['feature model', 'object modeling']),\n", " ('NONE',\n", " 'two formulations for the problem of optimum XXXXX of onshore XXXXX',\n", " ['layout design', 'wind farms']),\n", " ('method used for task',\n", " 'boundary-value and initial-value XXXXX are solved using XXXXX and graph products',\n", " ['differential equations', 'finite difference method']),\n", " ('method used for task',\n", " 'boundary-value and initial-value XXXXX are solved using finite difference method and XXXXX',\n", " ['differential equations', 'graph products']),\n", " ('method used for task',\n", " 'boundary-value and initial-value differential equations are solved using XXXXX and XXXXX',\n", " ['finite difference method', 'graph products']),\n", " ('method used for task',\n", " 'an XXXXX to couple cfd and XXXXX is presented',\n", " ['open-source software', 'multiobjective optimization']),\n", " ('method used for task',\n", " 'parallel XXXXX for solving cfd XXXXX is implemented',\n", " ['evolutionary algorithm', 'optimization problems']),\n", " ('method used for task',\n", " 'a novel XXXXX platform is developed for the examination of an rfid-enabled mascs in a flexible XXXXX , and several system performance measures are considered in the XXXXX platform',\n", " ['assembly line', 'simulation test'])]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kb_entpairs, unlab_sents, unlab_entpairs = ie.readDataForDistantSupervision()\n", "#print(len(kb_entpairs), \"'KB' entity pairs for relation `method used for task` :\", kb_entpairs[0:5])\n", "#print(len(unlab_entpairs), 'all entity pairs')\n", "testing_preds = distantly_supervised_extraction(kb_entpairs, unlab_sents, unlab_entpairs, testing_patterns, testing_entpairs)\n", "list(zip(testing_preds, testing_patterns, testing_entpairs))[:10]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Limitations of distant supervision\n", "\n", "* Overlapping relations\n", "* Ambiguous entities\n", "* Mention vs. type annotations\n", "\n", "For example, this relation holds:\n", "\n", "`lives-in(Margrethe II of Denmark, Amalienborg)`\n", "\n", "but it would be wrong to attribute it to the sentence\n", "\n", "> Margrethe was born 16 April 1940 at Amalienborg" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Universal Schema\n", "* Goal: overcome limitation of pre-defined relations\n", "* Viewing patterns **as relations themselves**\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "The space of entity pairs and relations is defined by a matrix:\n", "\n", "| | demonstrates XXXXX for XXXXXX | XXXXX is capable of XXXXXX | an XXXXX model is employed for XXXXX | XXXXX decreases the XXXXX | method is used for task |\n", "| ------ | ----------- |\n", "| 'text mining', 'building domain ontology' | 1 | | | | 1 |\n", "| 'ensemble classifier', 'detection of construction materials' | | | 1 | | 1 |\n", "| 'data mining', 'characterization of wireless systems performance'| | 1 | | | ? |\n", "| 'frequency domain', 'computational cost' | | | | 1 | ? |" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* `method used for task` is a pre-defined relation, others are patterns\n", "* Co-occurrence is signified by a '1'\n", "* We would like to fill in the '?' cells" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Training data:\n", "* **Positive relations and entity pairs** from the annotated data\n", "* **Negative entity pairs and relations** *sampled randomly* from empty cell in the matrix" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Model: Neural Matrix Factorisation for Recommender Systems\n", "\n", "
\n", " \n", "
\n", "\n", "
\n", " (from [Zhang et al., 2017](https://arxiv.org/abs/1707.07435))\n", "
" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Final vocab size: 163\n", "Final vocab size: 138\n", "Max relation length: 16\n", "Max entity pair length: 9\n", "Final vocab size: 163\n", "Final vocab size: 138\n" ] } ], "source": [ "training_sents, training_entpairs, training_labels = ie.readLabelledData() # data reading\n", "pos_train_ids, neg_train_ids = ie.split_labels_pos_neg(training_labels + training_labels) # split positive and negative training data\n", "\n", "training_toks_pos = [t.split(\" \") for i, t in enumerate(training_sents + training_labels) if i in pos_train_ids]\n", "training_toks_neg = [t.split(\" \") for i, t in enumerate(training_sents + training_labels) if i in neg_train_ids]\n", "training_ent_toks_pos = [\" || \".join(t).split(\" \") for i, t in enumerate(training_entpairs + training_entpairs) if i in pos_train_ids]\n", "training_ent_toks_neg = [\" || \".join(t).split(\" \") for i, t in enumerate(training_entpairs + training_entpairs) if i in neg_train_ids]\n", "testing_ent_toks = [\" || \".join(t).split(\" \") for t in testing_entpairs]\n", "\n", "# vectorise data (assign IDs to words)\n", "count_rels, dictionary_rels, reverse_dictionary_rels = ie.build_dataset(\n", " [token for senttoks in training_toks_pos + training_toks_neg for token in senttoks])\n", "count_ents, dictionary_ents, reverse_dictionary_ents = ie.build_dataset(\n", " [token for senttoks in training_ent_toks_pos + training_ent_toks_neg for token in senttoks])\n", "\n", "# transform sentences to IDs, pad vectors for each sentence so they have same length\n", "lens_rel = [len(s) for s in training_toks_pos + training_toks_neg]\n", "lens_ents = [len(s) for s in training_ent_toks_pos + training_ent_toks_neg + testing_ent_toks]\n", "rels_train_pos = [ie.transform_dict(dictionary_rels, senttoks, max(lens_rel)) for senttoks in training_toks_pos]\n", "rels_train_neg = [ie.transform_dict(dictionary_rels, senttoks, max(lens_rel)) for senttoks in training_toks_neg]\n", "ents_train_pos = [ie.transform_dict(dictionary_ents, senttoks, max(lens_ents)) for senttoks in training_ent_toks_pos]\n", "ents_train_neg = [ie.transform_dict(dictionary_ents, senttoks, max(lens_ents)) for senttoks in training_ent_toks_neg]\n", "\n", "# Negatively sample some entity pairs for training. Here we have some manually labelled neg ones, so we can sample from them.\n", "ents_train_neg_samp = [random.choice(ents_train_neg) for _ in rels_train_neg]\n", "ents_test_pos = [ie.transform_dict(dictionary_ents, senttoks, max(lens_ents)) for senttoks in testing_ent_toks]\n", "# Sample those test entity pairs from the training ones as for those we have neg annotations\n", "ents_test_neg_samp = [random.choice(ents_train_neg) for _ in ents_test_pos] \n", "\n", "vocab_size_rels = len(dictionary_rels)\n", "vocab_size_ents = len(dictionary_ents) \n", "\n", "# for testing, we want to check if each unlabelled instance expresses the given relation \"method for task\"\n", "rels_test_pos = [ie.transform_dict(dictionary_rels, training_toks_pos[-1], max(lens_rel)) for _ in testing_patterns]\n", "rels_test_neg_samp = [random.choice(rels_train_neg) for _ in rels_test_pos]\n", "\n", "data = ie.vectorise_data(training_sents, training_entpairs, training_labels, testing_patterns, testing_entpairs)\n", "\n", "rels_train_pos, rels_train_neg, ents_train_pos, ents_train_neg_samp, rels_test_pos, rels_test_neg_samp, \\\n", " ents_test_pos, ents_test_neg_samp, vocab_size_rels, vocab_size_ents, max_lens_rel, max_lens_ents, \\\n", " dictionary_rels_rev, dictionary_ents_rev = data\n", "\n", "# setting hyper-parameters\n", "batch_size = 4\n", "repr_dim = 30 # dimensionality of relation and entity pair vectors\n", "learning_rate = 0.001\n", "max_epochs = 31\n", "\n", "# Placeholders (empty Tensorflow variables) for positive and negative relations and entity pairs\n", "# In each training epoch, for each batch, those will be set through mini batching\n", "\n", "relations_pos = tf.placeholder(tf.int32, [None, max_lens_rel], name='relations_pos') # [batch_size, max_rel_seq_len]\n", "relations_neg = tf.placeholder(tf.int32, [None, max_lens_rel], name='relations_neg') # [batch_size, max_rel_seq_len]\n", "\n", "ents_pos = tf.placeholder(tf.int32, [None, max_lens_ents], name=\"ents_pos\") # [batch_size, max_ent_seq_len]\n", "ents_neg = tf.placeholder(tf.int32, [None, max_lens_ents], name=\"ents_neg\") # [batch_size, max_ent_seq_len]\n", "\n", "# Creating latent representations of relations and entity pairs\n", "# latent feature representation of all relations, which are initialised randomly\n", "relation_embeddings = tf.Variable(tf.random_uniform([vocab_size_rels, repr_dim], -0.1, 0.1, dtype=tf.float32),\n", " name='rel_emb', trainable=True)\n", "\n", "# latent feature representation of all entity pairs, which are initialised randomly\n", "ent_embeddings = tf.Variable(tf.random_uniform([vocab_size_ents, repr_dim], -0.1, 0.1, dtype=tf.float32),\n", " name='cand_emb', trainable=True)\n", "\n", "# look up latent feature representation for relations and entities in current batch\n", "rel_encodings_pos = tf.nn.embedding_lookup(relation_embeddings, relations_pos)\n", "rel_encodings_neg = tf.nn.embedding_lookup(relation_embeddings, relations_neg)\n", "\n", "ent_encodings_pos = tf.nn.embedding_lookup(ent_embeddings, ents_pos)\n", "ent_encodings_neg = tf.nn.embedding_lookup(ent_embeddings, ents_neg)\n", "\n", "# our feature representation here is a vector for each word in a relation or entity \n", "# because our training data is so small\n", "# we therefore take the sum of those vectors to get a representation of each relation or entity pair\n", "rel_encodings_pos = tf.reduce_sum(rel_encodings_pos, 1) # [batch_size, num_rel_toks, repr_dim]\n", "rel_encodings_neg = tf.reduce_sum(rel_encodings_neg, 1) # [batch_size, num_rel_toks, repr_dim]\n", "\n", "ent_encodings_pos = tf.reduce_sum(ent_encodings_pos, 1) # [batch_size, num_ent_toks, repr_dim]\n", "ent_encodings_neg = tf.reduce_sum(ent_encodings_neg, 1) # [batch_size, num_ent_toks, repr_dim]\n", "\n", "# measuring compatibility between positive entity pairs and relations\n", "# used for ranking test data\n", "dotprod_pos = tf.reduce_sum(tf.multiply(ent_encodings_pos, rel_encodings_pos), 1)\n", "\n", "# measuring compatibility between negative entity pairs and relations\n", "dotprod_neg = tf.reduce_sum(tf.multiply(ent_encodings_neg, rel_encodings_neg), 1)\n", "\n", "# difference in dot product of positive and negative instances\n", "# used for BPR loss (ranking loss)\n", "diff_dotprod = tf.reduce_sum(tf.multiply(ent_encodings_pos, rel_encodings_pos) - tf.multiply(ent_encodings_neg, rel_encodings_neg), 1)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Loss: maximise distance between the positive and negative instances\n", "\n", "$$\\mathcal{\\sum - \\log(v_{e_{pos}} \\cdot a_{r_{pos}})} + {\\sum \\log(v_{e_{neg}} \\cdot a_{r_{neg}})}$$\n", "\n", "Now that we have read in the data, vectorised it and created the universal schema relation extraction model, let's start training" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1 \tLoss 53.11272859573364\n", "Epoch 2 \tLoss 40.50460696220398\n", "Epoch 3 \tLoss 31.24713945388794\n", "Epoch 4 \tLoss 24.058605074882507\n", "Epoch 5 \tLoss 17.75257933139801\n", "Epoch 6 \tLoss 13.676397264003754\n", "Epoch 7 \tLoss 10.506169497966766\n", "Epoch 8 \tLoss 7.549997687339783\n", "Epoch 9 \tLoss 6.212332338094711\n", "Epoch 10 \tLoss 5.04358983039856\n", "Epoch 11 \tLoss 4.006999537348747\n", "Epoch 12 \tLoss 3.2603053152561188\n", "Epoch 13 \tLoss 2.6340380758047104\n", "Epoch 14 \tLoss 2.1575410664081573\n", "Epoch 15 \tLoss 1.7965537309646606\n", "Epoch 16 \tLoss 1.615551583468914\n", "Epoch 17 \tLoss 1.4916696399450302\n", "Epoch 18 \tLoss 1.240600325167179\n", "Epoch 19 \tLoss 1.1110371351242065\n", "Epoch 20 \tLoss 0.9509495869278908\n", "Epoch 21 \tLoss 0.894762460142374\n", "Epoch 22 \tLoss 0.7767390683293343\n", "Epoch 23 \tLoss 0.7147475983947515\n", "Epoch 24 \tLoss 0.6345311086624861\n", "Epoch 25 \tLoss 0.5917699486017227\n", "Epoch 26 \tLoss 0.5399498473852873\n", "Epoch 27 \tLoss 0.5118373408913612\n", "Epoch 28 \tLoss 0.49578461796045303\n", "Epoch 29 \tLoss 0.4344583507627249\n", "Epoch 30 \tLoss 0.39716633781790733\n" ] } ], "source": [ "# create the model / Tensorflow computation graph\n", "dotprod_pos, dotprod_neg, diff_dotprod, placeholders = ie.create_model_f_reader(max_lens_rel, max_lens_ents, repr_dim, vocab_size_rels,\n", " vocab_size_ents)\n", "\n", "# logistic loss\n", "loss = tf.reduce_sum(tf.nn.softplus(-dotprod_pos)+tf.nn.softplus(dotprod_neg))\n", "\n", "data = [np.asarray(rels_train_pos), np.asarray(rels_train_neg), np.asarray(ents_train_pos), np.asarray(ents_train_neg_samp)]\n", "data_test = [np.asarray(rels_test_pos), np.asarray(rels_test_neg_samp), np.asarray(ents_test_pos), np.asarray(ents_test_neg_samp)]\n", "\n", "# define an optimiser. Here, we use the Adam optimiser\n", "optimizer = tf.train.AdamOptimizer(learning_rate)\n", " \n", "# training with mini-batches\n", "batcher = tfutil.BatchBucketSampler(data, batch_size)\n", "batcher_test = tfutil.BatchBucketSampler(data_test, 1, test=True)\n", "\n", "with tf.Session() as sess:\n", " trainer = tfutil.Trainer(optimizer, max_epochs)\n", " trainer(batcher=batcher, placeholders=placeholders, loss=loss, session=sess)\n", "\n", " # we obtain test scores\n", " test_scores = trainer.test(batcher=batcher_test, placeholders=placeholders, model=tf.nn.sigmoid(dotprod_pos), session=sess)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Test prediction probabilities are obtained by scoring each test instances with:\n", "\n", "$$\\mathcal{ \\sigma ( v_{e} \\cdot a_{r} )}$$" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Test predictions by decreasing probability:\n", "0.999735\tUNK optimization problem || optimal UNK UNK problem\tmethod used for task\n", "0.999711\tUNK optimization problem || UNK optimization problem\tmethod used for task\n", "0.999117\toptimal UNK || hybrid optimization method\tmethod used for task\n", "0.999073\tUNK swarm optimization || local search\tmethod used for task\n", "0.998582\tUNK swarm optimization || search algorithm\tmethod used for task\n", "0.998582\tUNK search algorithm || UNK swarm optimization\tmethod used for task\n", "0.998456\tUNK detection || UNK swarm optimization method\tmethod used for task\n", "0.998432\toptimization problem || UNK problem\tmethod used for task\n", "0.998391\thybrid algorithm || UNK swarm optimization\tmethod used for task\n", "0.998229\tUNK model || supply chain problem\tmethod used for task\n" ] } ], "source": [ "# show predictions\n", "ents_test = [ie.reverse_dict_lookup(dictionary_ents_rev, e) for e in ents_test_pos]\n", "rels_test = [ie.reverse_dict_lookup(dictionary_rels_rev, r) for r in rels_test_pos]\n", "testresults = sorted(zip(test_scores, ents_test, rels_test), key=lambda t: t[0], reverse=True) # sort for decreasing score\n", "\n", "print(\"\\nTest predictions by decreasing probability:\")\n", "for score, tup, rel in testresults[:10]:\n", " print('%f\\t%s\\t%s' % (score, \" \".join(tup), \" \".join(rel)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Summary so far\n", "\n", "Various relation extraction techniques:\n", "* Pattern-based extraction\n", "* Bootstrapping\n", "* Supervised\n", "* Distantly supervised extraction\n", "* Universal schema\n", "\n", "Features often a mix of \n", "* Syntax-based (relation path)\n", "* Representation learning based (word/sentence embedding)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Relation extraction via reading comprehension\n", "\n", " \n", "\n", "
\n", " \n", " \n", " \n", "
\n", "\n", "
\n", " (from [Levy et al., 2017](https://www.aclweb.org/anthology/K17-1034.pdf); [slides](https://levyomer.files.wordpress.com/2017/08/zeroshot-relation-extraction-via-reading-comprehension-conll-2017.pptx))\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Background Material\n", "\n", "* Jurafky, Dan and Martin, James H. (2016). Speech and Language Processing, Chapter 18 (Information Extraction): https://web.stanford.edu/~jurafsky/slp3/18.pdf\n", "\n", "* Riedel, Sebastian and Yao, Limin and McCallum, Andrew and Marlin, Benjamin M. (2013). Relation extraction with Matrix Factorization and Universal Schemas. Proceedings of NAACL. http://www.aclweb.org/anthology/N13-1008" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Further Reading\n", "\n", "* Shwartz, V., Goldberg, Y., & Dagan, I. (2016). Improving Hypernymy Detection with an Integrated Path-based and Distributional Method. Proceedings of ACL. https://www.aclweb.org/anthology/P16-1226.pdf\n", " * Slides: https://vered1986.github.io/papers/ACL_hypernymy.pdf\n", "* Levy, O., Seo, M., Choi, E., & Zettlemoyer, L. (2017). Zero-Shot Relation Extraction via Reading Comprehension. Proceedings of CoNLL. https://www.aclweb.org/anthology/K17-1034.pdf\n", "* Quan Wang, Zhendong Mao, Bin Wang, and Li Guo (2017). Knowledge Graph Embedding: A Survey of Approaches and Applications. https://persagen.com/files/misc/Wang2017Knowledge.pdf\n", " * Have a look at this for more scoring functions for universal schema relation extraction\n", "* Shantanu Kumar (2017). A Survey of Deep Learning Methods for Relation Extraction. https://arxiv.org/pdf/1705.03645.pdf\n", "* Alex Ratner, Stephen Bach, Paroma Varma, Chris Ré (2018). Weak Supervision: The New Programming Paradigm for Machine Learning. https://dawn.cs.stanford.edu/2017/07/16/weak-supervision/\n", " * Have a look at this for details on weak supervision and pointers to methods for learning with limited labelled data\n", "* Rosenman, Shachar, Alon Jacovi, and Yoav Goldberg (2020). Exposing Shallow Heuristics of Relation Extraction Models with Challenge Data. Proceedings of EMNLP. https://arxiv.org/pdf/2010.03656.pdf\n", "* Awesome relation extraction, curated list of resources on relation extraction. https://github.com/roomylee/awesome-relation-extraction" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 1 }