SOTAVerified

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 2801–2850 of 5335 papers

TitleStatusHype
Synth\`ese de texte avec le logiciel Syntox (Automated generation of text with Syntox) [in French]—0
Synthesized Annotation Guidelines are Knowledge-Lite Boosters for Clinical Information Extraction—0
Synthesizer: Rethinking Self-Attention for Transformer Models—0
Synthesizing and Evaluating Animations of American Sign Language Verbs Modeled from Motion-Capture Data—0
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use—0
Synthetic data: How could it be used for infectious disease research?—0
Synthetic Language Generation and Model Validation in BEAST2—0
Synthetic Literature: Writing Science Fiction in a Co-Creative Process—0
Synthetic Text Generation for Sentiment Analysis—0
Synthetic Text Generation for Training Large Language Models via Gradient Matching—0
Synthetic Text Generation using Hypergraph Representations—0
T^2 of Thoughts: Temperature Tree Elicits Reasoning in Large Language Models—0
Table-To-Text generation and pre-training with TabT5—0
Table-to-Text Generation with Pretrained Diffusion Models—0
Table-to-Text Natural Language Generation with Unseen Schemas—0
Tag2Blog: Narrative Generation from Satellite Tag Data—0
Tag Recommendation by Word-Level Tag Sequence Modeling—0
Tailor: A Prompt-Based Approach to Attribute-Based Controlled Text Generation—0
Talking about the Moving Image: A Declarative Model for Image Schema Based Embodied Perception Grounding and Language Generation—0
Talking about the world with a distributed model—0
TALKPLAY: Multimodal Music Recommendation with Large Language Models—0
Taming the Beast: Learning to Control Neural Conversational Models—0
Task demands and individual variation in referring expressions—0
Task Proposal: The TL;DR Challenge—0
TBI-Doc: Generating Patient \& Clinician Reports from Brain Imaging Data—0
TD-ConE: An Information-Theoretic Approach to Assessing Parallel Text Generation Data—0
Teach LLMs to Personalize -- An Approach inspired by Writing Education—0
Team Flow at DRC2022: Pipeline System for Travel Destination Recommendation Task in Spoken Dialogue—0
Team UDEL KBGen 2013 Challenge—0
Technical Report: Auxiliary Tuning and its Application to Conditional Text Generation—0
Technical Report for E2E NLG Challenge—0
TegFormer: Topic-to-Essay Generation with Good Topic Coverage and High Text Coherence—0
Template-based multilingual football reports generation using Wikidata as a knowledge base—0
Template-based Recruitment Email Generation For Job Recommendation—0
Template Controllable keywords-to-text Generation—0
Template-Free Construction of Rhyming Poems with Thematic Cohesion—0
Tense and Aspect in Runyankore Using a Context-Free Grammar—0
TernaryLLM: Ternarized Large Language Model—0
Testing LLMs on Code Generation with Varying Levels of Prompt Specificity—0
Texar: A Modularized, Versatile, and Extensible Toolbox for Text Generation—0
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango—0
Text-Animator: Controllable Visual Text Video Generation—0
Text as Image: Learning Transferable Adapter for Multi-Label Classification—0
Text-Based Interactive Recommendation via Constraint-Augmented Reinforcement Learning—0
Text-Blueprint: An Interactive Platform for Plan-based Conditional Generation—0
Text Compression for Efficient Language Generation—0
Alt-Text with Context: Improving Accessibility for Images on Twitter—0
Text Data Augmentation for Large Language Models: A Comprehensive Survey of Methods, Challenges, and Opportunities—0
Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models—0
Text Editing by Command—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