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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 5151–5200 of 5335 papers

TitleStatusHype
BahaBa: A Route Generator System for Mobile Devices—0
Inducing Document Plans for Concept-to-Text Generation—0
Predicting the Presence of Discourse Connectives—0
Recurrent Continuous Translation Models—0
With Blinkers on: Robust Prediction of Eye Movements across Readers—0
Image Description using Visual Dependency Representations—0
Dependency Language Models for Sentence Completion—0
Predicting the Resolution of Referring Expressions from User Behavior—0
Generating Sequences With Recurrent Neural NetworksCode1
Continuous Measurement Scales in Human Evaluation of Machine Translation—0
AnCora-UPF: A Multi-Level Annotation of Spanish—0
An Automatic Method for Building a Data-to-Text Generator—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
Thoughtland: Natural Language Descriptions for Machine Learning n-dimensional Error Functions—0
UIC-CSC: The Content Selection Challenge Entry from the University of Illinois at Chicago—0
Team UDEL KBGen 2013 Challenge—0
A Generative Model of Vector Space Semantics—0
Building a German/Simple German Parallel Corpus for Automatic Text Simplification—0
Unsupervised structured semantic inference for spoken dialog reservation tasks—0
Using a Keyness Metric for Single and Multi Document Summarisation—0
Content Selection Challenge - University of Aberdeen Entry—0
LIMSI @ WMT13—0
LOR-KBGEN, A Hybrid Approach To Generating from the KBGen Knowledge-Base—0
Weakly and Strongly Constrained Dialogues for Language Learning—0
Abstract Meaning Representation for Sembanking—0
MIME- NLG Support for Complex and Unstable Pre-hospital Emergencies—0
Multi-step Natural Language Understanding—0
Multilingual access to cultural heritage content on the Semantic Web—0
User-Controlled, Robust Natural Language Generation from an Evolving Knowledge Base—0
Generating Student Feedback from Time-Series Data Using Reinforcement Learning—0
Enhancing the Expression of Contrast in the SPaRKy Restaurant Corpus—0
Exploiting Ontology Lexica for Generating Natural Language Texts from RDF Data—0
What and Where: An Empirical Investigation of Pointing Gestures and Descriptions in Multimodal Referring Actions—0
Narrative Composition: Achieving the Perceived Linearity of Narrative—0
Generation of Quantified Referring Expressions: Evidence from Experimental Data—0
Natural Language Generation and Summarization at RALI—0
POS-Tag Based Poetry Generation with WordNet—0
Generating and Interpreting Referring Expressions as Belief State Planning and Plan Recognition—0
Overview of the First Content Selection Challenge from Open Semantic Web Data—0
Adapting SimpleNLG for Bilingual English-French Realisation—0
Greetings Generation in Video Role Playing Games—0
Graphs and Spatial Relations in the Generation of Referring Expressions—0
Generating Natural Language Questions to Support Learning On-Line—0
Automatic Voice Selection in Japanese based on Various Linguistic Information—0
GenNext: A Consolidated Domain Adaptable NLG System—0
Aligning Formal Meaning Representations with Surface Strings for Wide-Coverage Text Generation—0
The KBGen Challenge—0
Using Integer Linear Programming for Content Selection, Lexicalization, and Aggregation to Produce Compact Texts from OWL Ontologies—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