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Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 5201–5250 of 5335 papers

TitleStatusHype
Using a Keyness Metric for Single and Multi Document Summarisation—0
POS-Tag Based Poetry Generation with WordNet—0
On the Feasibility of Automatically Describing n-dimensional Objects—0
Weakly and Strongly Constrained Dialogues for Language Learning—0
Building a German/Simple German Parallel Corpus for Automatic Text Simplification—0
Exploiting Ontology Lexica for Generating Natural Language Texts from RDF Data—0
Thoughtland: Natural Language Descriptions for Machine Learning n-dimensional Error Functions—0
What and Where: An Empirical Investigation of Pointing Gestures and Descriptions in Multimodal Referring Actions—0
Natural Language Generation and Summarization at RALI—0
Generation of Quantified Referring Expressions: Evidence from Experimental Data—0
Continuous Measurement Scales in Human Evaluation of Machine Translation—0
Combining Intra- and Multi-sentential Rhetorical Parsing for Document-level Discourse Analysis—0
Greetings Generation in Video Role Playing Games—0
Narrative Composition: Achieving the Perceived Linearity of Narrative—0
Overview of the First Content Selection Challenge from Open Semantic Web Data—0
A Case Study Towards Turkish Paraphrase Alignment—0
Learning to Order Natural Language Texts—0
The KBGen Challenge—0
Combining Referring Expression Generation and Surface Realization: A Corpus-Based Investigation of Architectures—0
Abstract Meaning Representation for Sembanking—0
Multi-step Natural Language Understanding—0
Generating Natural-Language Video Descriptions Using Text-Mined Knowledge—0
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses—0
Syntactic Identification of Occurrences of Multiword Expressions in Text using a Lexicon with Dependency Structures—0
Keyphrase Extraction for N-best Reranking in Multi-Sentence CompressionCode0
Annotation of Online Shopping Images without Labeled Training Examples—0
Probabilistic Frame Induction—0
A Multi-Dimensional Bayesian Approach to Lexical Style—0
Exploring Syntactic Representations for Native Language Identification—0
Supervised Learning of Complete Morphological Paradigms—0
Improving Word Translation Disambiguation by Capturing Multiword Expressions with Dictionaries—0
Large-Scale Paraphrasing for Natural Language Understanding—0
Generating Natural Language from Linked Data: Unsupervised template extraction—0
Empirical Validation of Reichenbach's Tense Framework—0
Domain Adaptable Semantic Clustering in Statistical NLG—0
Minimally-Supervised Morphological Segmentation using Adaptor Grammars—0
Natural Language Generation for Nature Conservation: Automating Feedback to Help Volunteers Identify Bumblebee Species—0
Is Bad Structure Better Than No Structure?: Unsupervised Parsing for Realisation Ranking—0
The Secret's in the Word Order: Text-to-Text Generation for Linguistic Steganography—0
Sentence Realization with Unlexicalized Tree Linearization Grammars—0
Exploiting Discourse Relations between Sentences for Text Clustering—0
Hindi Dependency Parsing using a combined model of Malt and MST—0
Applying Statistical Post-Editing to English-to-Korean Rule-based Machine Translation System—0
Automatic Tripartite Classification of Intransitive Verbs—0
Combining Incremental Language Generation and Incremental Speech Synthesis for Adaptive Information Presentation—0
Concept-to-text Generation via Discriminative Reranking—0
Using Discourse Information for Paraphrase Extraction—0
A Unified Probabilistic Approach to Referring Expressions—0
Corpus-based Interpretation of Instructions in Virtual Environments—0
A Serious Game for Building a Portuguese Lexical-Semantic Network—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified