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Experimental results on three language pairs demonstrate that DEEP results in significant improvements over strong denoising auto-encoding baselines, with a gain of up to 1. To establish evaluation on these tasks, we report empirical results with the current 11 pre-trained Chinese models, and experimental results show that state-of-the-art neural models perform by far worse than the human ceiling. However, most of them focus on the constitution of positive and negative representation pairs and pay little attention to the training objective like NT-Xent, which is not sufficient enough to acquire the discriminating power and is unable to model the partial order of semantics between sentences. In an educated manner wsj crossword december. Learning Functional Distributional Semantics with Visual Data. First, words in an idiom have non-canonical meanings. In this paper, we argue that we should first turn our attention to the question of when sarcasm should be generated, finding that humans consider sarcastic responses inappropriate to many input utterances. To support the broad range of real machine errors that can be identified by laypeople, the ten error categories of Scarecrow—such as redundancy, commonsense errors, and incoherence—are identified through several rounds of crowd annotation experiments without a predefined then use Scarecrow to collect over 41k error spans in human-written and machine-generated paragraphs of English language news text. Last, we present a new instance of ABC, which draws inspiration from existing ABC approaches, but replaces their heuristic memory-organizing functions with a learned, contextualized one.

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Does Recommend-Revise Produce Reliable Annotations? We introduce the IMPLI (Idiomatic and Metaphoric Paired Language Inference) dataset, an English dataset consisting of paired sentences spanning idioms and metaphors. ProQuest Dissertations & Theses (PQDT) Global is the world's most comprehensive collection of dissertations and theses from around the world, offering millions of works from thousands of universities. This work contributes to establishing closer ties between psycholinguistic experiments and experiments with language models. However, different PELT methods may perform rather differently on the same task, making it nontrivial to select the most appropriate method for a specific task, especially considering the fast-growing number of new PELT methods and tasks. Rex Parker Does the NYT Crossword Puzzle: February 2020. Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity.

To alleviate the above data issues, we propose a data manipulation method, which is model-agnostic to be packed with any persona-based dialogue generation model to improve their performance. We apply the proposed L2I to TAGOP, the state-of-the-art solution on TAT-QA, validating the rationality and effectiveness of our approach. Direct Speech-to-Speech Translation With Discrete Units. MarkupLM: Pre-training of Text and Markup Language for Visually Rich Document Understanding. Our approach works by training LAAM on a summary length balanced dataset built from the original training data, and then fine-tuning as usual. Results on code-switching sets demonstrate the capability of our approach to improve model generalization to out-of-distribution multilingual examples. In this paper, we propose a Contextual Fine-to-Coarse (CFC) distilled model for coarse-grained response selection in open-domain conversations. In an educated manner wsj crossword puzzle crosswords. We suggest several future directions and discuss ethical considerations. QRA produces a single score estimating the degree of reproducibility of a given system and evaluation measure, on the basis of the scores from, and differences between, different reproductions. Therefore, we propose a novel role interaction enhanced method for role-oriented dialogue summarization. There is also, on this side of town, a narrow slice of the middle class, composed mainly of teachers and low-level bureaucrats who were drawn to the suburb by the cleaner air and the dream of crossing the tracks and being welcomed into the club. In this work, we introduce BenchIE: a benchmark and evaluation framework for comprehensive evaluation of OIE systems for English, Chinese, and German.

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"Bin Laden had an Islamic frame of reference, but he didn't have anything against the Arab regimes, " Montasser al-Zayat, a lawyer for many of the Islamists, told me recently in Cairo. Our approach requires zero adversarial sample for training, and its time consumption is equivalent to fine-tuning, which can be 2-15 times faster than standard adversarial training. To address this problem, we devise DiCoS-DST to dynamically select the relevant dialogue contents corresponding to each slot for state updating. We jointly train predictive models for different tasks which helps us build more accurate predictors for tasks where we have test data in very few languages to measure the actual performance of the model. Our experiments suggest that current models have considerable difficulty addressing most phenomena. Procedures are inherently hierarchical. Sparse fine-tuning is expressive, as it controls the behavior of all model components. Here, we examine three Active Learning (AL) strategies in real-world settings of extreme class imbalance, and identify five types of disclosures about individuals' employment status (e. job loss) in three languages using BERT-based classification models. However, these tickets are proved to be notrobust to adversarial examples, and even worse than their PLM counterparts. We demonstrate that our learned confidence estimate achieves high accuracy on extensive sentence/word-level quality estimation tasks. In an educated manner crossword clue. Alexey Svyatkovskiy. While giving lower performance than model fine-tuning, this approach has the architectural advantage that a single encoder can be shared by many different tasks. Moreover, the existing OIE benchmarks are available for English only. It is very common to use quotations (quotes) to make our writings more elegant or convincing.

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We introduce MemSum (Multi-step Episodic Markov decision process extractive SUMmarizer), a reinforcement-learning-based extractive summarizer enriched at each step with information on the current extraction history. RST Discourse Parsing with Second-Stage EDU-Level Pre-training. We show that FCA offers a significantly better trade-off between accuracy and FLOPs compared to prior methods. Then, we construct intra-contrasts within instance-level and keyword-level, where we assume words are sampled nodes from a sentence distribution. This paper studies the feasibility of automatically generating morally framed arguments as well as their effect on different audiences. We examine this limitation using two languages: PARITY, the language of bit strings with an odd number of 1s, and FIRST, the language of bit strings starting with a 1.

Saving and revitalizing endangered languages has become very important for maintaining the cultural diversity on our planet. Ablation studies and experiments on the GLUE benchmark show that our method outperforms the leading competitors across different tasks. While promising results have been obtained through the use of transformer-based language models, little work has been undertaken to relate the performance of such models to general text characteristics. In this paper, we propose a novel temporal modeling method which represents temporal entities as Rotations in Quaternion Vector Space (RotateQVS) and relations as complex vectors in Hamilton's quaternion space. Adapters are modular, as they can be combined to adapt a model towards different facets of knowledge (e. g., dedicated language and/or task adapters). Figure crossword clue.

Towards Better Characterization of Paraphrases. Additionally, our model improves the generation of long-form summaries from long government reports and Wikipedia articles, as measured by ROUGE scores. Knowledge distillation using pre-trained multilingual language models between source and target languages have shown their superiority in transfer. How Do We Answer Complex Questions: Discourse Structure of Long-form Answers. Experiment results show that DYLE outperforms all existing methods on GovReport and QMSum, with gains up to 6. By pulling together the input text and its positive sample, the text encoder can learn to generate the hierarchy-aware text representation independently. End-to-End Modeling via Information Tree for One-Shot Natural Language Spatial Video Grounding. Evaluations on 5 languages — Spanish, Portuguese, Chinese, Hindi and Telugu — show that the Gen2OIE with AACTrans data outperforms prior systems by a margin of 6-25% in F1. We introduce CaMEL (Case Marker Extraction without Labels), a novel and challenging task in computational morphology that is especially relevant for low-resource languages. Mahfouz believes that although Ayman maintained the Zawahiri medical tradition, he was actually closer in temperament to his mother's side of the family. However, language also conveys information about a user's underlying reward function (e. g., a general preference for JetBlue), which can allow a model to carry out desirable actions in new contexts.

Eventually, the two creatures blended into a single myth for a number of reasons, and became synonymous terms for a single monster. Goblins possess similar powers to fairies, and they tend to use their magical powers for mischief. Select the features possessed by reptiles. 3 Day Winter Solstice Hindu Festival. Containers in which nibs are dipped: INKWELLS. Although they have pretensions to greatness, like most ogres, they are dense, cruel, and spiteful. Despite the name being Basilisk, the shape of the Surplice and the fact that it's called "Monstrous Bird" hint at the creature in question being a cockatrice. A dragon-like powerful beast the size of a bull, with snake's head and poisonous green hair or quills.

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Who and what are your favorites, and which ones did I miss? CodyCross Monstrous reptile with magical powers answers | All worlds and groups. Sorcerers, or sorceresses, are considered similar, if not sometimes the same, as mages and wizards. The swamp has reacted with the characteristic stoicism of vegetable life to this alien intrusion. These evil entities from Indonesian and Malaysian folklore are said to be the astral spirits of women who have passed away while they were pregnant.

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Peace Walker is operated by the Reptile Pod that controls its basic motor functions based off an outdated scientific concept called the "triune brain". Greek sphinx is merciless and has the wings of a great bird. Alp-luachra (Alp-Luachraí). There are also some tamer species incapable of petrifying people that are farm-raised not unlike an osterich or a chicken.

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Some small dinosaurs fit the imagery of this concept, being creatures with features of both birds and reptiles—most notably, we have Velociraptor and Yi qi (the latter fits even better, as it may have had batlike wings). A beautiful battle-maiden with supernatural abilities, who decides who dies and wins in battle. They are often violent and have malintent towards humans, and some, but not all, possess magical powers. Seduces wanderers and sap their strength. 25 Types of Magical Beings and Their Definitions. Generally dangerous, but may guide or cure humans. Rules over bad weather and storms. This massive tree is home to 8 Manta Bats Although they fear the ogre's owing to their massive size, they will attack any normal sized individuals imprisoned in area 4, or anyone who passes by the tree on the steps from area 4 to area 6. Both species have a natural enmity with ferrets and weasels, which are immune to their powers and often plunder their nests, and cockatrices are further set against roosters, which they hate and fear for unclear reasons. Their fluid motion can make us think of water, while their curvilinear forms suggest vegetation.

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In this play, the title character had a widow who, upon hearing the compliments to her eyes from her husband's brother and murderer, retorts that she wishes they were a basilisk's, to kill him. Dragons in fiction: The dragon is one of the most commonly seen magical creatures in fiction, so the list is endless. His breath is venomous. A weasel-like creature with a very long body and greenish fur. Mythical creatures and their powers. Shin Megami Tensei: Both Cockatrice and Basilisk are among the many demons in the franchise. Warns people of the danger of avalanches. Second, it refers to the real life animal that can run on water. Catalan dragon (Drac).

They are typically depicted as killing every creature they encounter, and if the basilisk's mythological suite of powers is included this extends to killing off vegetation and poisoning the soil and water. Seers in fiction: In JK Rowling's Harry Potter series, seers have all of the classic powers listed above. The only way to reliably kill it would be to set a weasel on it, as its smell was fatal to basilisks. Beneath this covering, suspended from the ribs, are an odd assemblage of gew-gaws: the rotting head of a massive bear, a weather beaten metal helm, a string of brightly painted beads, a feathered cloak, the prow of a small ship complete with a wooden maiden. The second boss of Balacera Brothers is a green-feathered cockatrice which attacks the players while they're atop a train, which they'll need to take out in a Traintop Battle. A mountain dwarf – small white-furred man with a long beard and remarkably large feet that 3that he uses as snowshoes. The Autobots' commandos team: WRECKERS. But it's not easy to defeat; if you cut off one of the hydra's heads, two more will grow back in its place, making this one of the most formidable oceanic monsters in myth and legend. A two-legged dragon with two wings, sometimes with eagle's claws on the wingtips. Codycross Group 38 Puzzle 2 answers. In Rifts, both species appear as two of the weaker (and more ill-tempered) species of dragon.

Abikus in fiction: In The Famished Road by Ben Okri, the narrator, Azaru, is an abiku child. An atrocious subterranean mollusc-like creature with gaping mouth surrounded by long, hairy, slimy tentacles that can extend for miles. The children who perish are also referred to as Abikus themselves. Southern Methodist University __ Is A Football Team.