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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.

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( Image credit: Adversarial Ranking for Language Generation )

Papers

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Showing 5151–5200 of 5335 papers

TitleStatusHype
BahaBa: A Route Generator System for Mobile Devices—0
Inducing Document Plans for Concept-to-Text Generation—0
Dependency Language Models for Sentence Completion—0
Predicting the Presence of Discourse Connectives—0
Hybrid Models for Lexical Acquisition of Correlated Styles—0
Image Description using Visual Dependency Representations—0
Classifying Taxonomic Relations between Pairs of Wikipedia Articles—0
Recurrent Continuous Translation Models—0
With Blinkers on: Robust Prediction of Eye Movements across Readers—0
LOR-KBGEN, A Hybrid Approach To Generating from the KBGen Knowledge-Base—0
LIMSI @ WMT13—0
SEMILAR: The Semantic Similarity Toolkit—0
Abstractive Meeting Summarization with Entailment and Fusion—0
Content Selection Challenge - University of Aberdeen Entry—0
IITB System for CoNLL 2013 Shared Task: A Hybrid Approach to Grammatical Error Correction—0
Aligning Formal Meaning Representations with Surface Strings for Wide-Coverage Text Generation—0
Robust multilingual statistical morphological generation models—0
Multilingual access to cultural heritage content on the Semantic Web—0
MIME - NLG in Pre-Hospital Care—0
Enhancing the Expression of Contrast in the SPaRKy Restaurant Corpus—0
Deconstructing Human Literature Reviews -- A Framework for Multi-Document Summarization—0
Generating Student Feedback from Time-Series Data Using Reinforcement Learning—0
Generating Natural Language Questions to Support Learning On-Line—0
Automatic Voice Selection in Japanese based on Various Linguistic Information—0
Generating and Interpreting Referring Expressions as Belief State Planning and Plan Recognition—0
Unsupervised structured semantic inference for spoken dialog reservation tasks—0
Team UDEL KBGen 2013 Challenge—0
A Statistical NLG Framework for Aggregated Planning and Realization—0
User-Controlled, Robust Natural Language Generation from an Evolving Knowledge Base—0
Probabilistic Domain Modelling With Contextualized Distributional Semantic Vectors—0
Tag2Blog: Narrative Generation from Satellite Tag Data—0
Conditional Random Fields for Responsive Surface Realisation using Global Features—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—0
MIME- NLG Support for Complex and Unstable Pre-hospital Emergencies—0
Training an integrated sentence planner on user dialogue—0
Training and evaluation of an MDP model for social multi-user human-robot interaction—0
Towards NLG for Physiological Data Monitoring with Body Area Networks—0
Using Integer Linear Programming for Content Selection, Lexicalization, and Aggregation to Produce Compact Texts from OWL Ontologies—0
Adapting SimpleNLG for Bilingual English-French Realisation—0
Using Integer Linear Programming in Concept-to-Text Generation to Produce More Compact Texts—0
A Generative Model of Vector Space Semantics—0
Automatic Interpretation of the English Possessive—0
Graphs and Spatial Relations in the Generation of Referring Expressions—0
UIC-CSC: The Content Selection Challenge Entry from the University of Illinois at Chicago—0
Proceedings of the 14th European Workshop on Natural Language Generation—0
GenNext: A Consolidated Domain Adaptable NLG System—0
An Automatic Method for Building a Data-to-Text Generator—0
AnCora-UPF: A Multi-Level Annotation of Spanish—0
Generating Elliptic Coordination—0
Sentence Compression with Joint Structural Inference—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