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 3551–3600 of 5335 papers

TitleStatusHype
An Operation Network for Abstractive Sentence Compression—0
A Novel Discourse Parser Based on Support Vector Machine Classification—0
A Novel Discriminative Framework for Sentence-Level Discourse Analysis—0
A novel repetition normalized adversarial reward for headline generation—0
An Overview of Large Language Models for Statisticians—0
An Overview on Language Models: Recent Developments and Outlook—0
An Understanding of Learning from Demonstrations for Neural Text Generation—0
Anyprefer: An Agentic Framework for Preference Data Synthesis—0
A Parallel Recurrent Neural Network for Language Modeling with POS Tags—0
A Parallel WordNet for English, Swedish and Bulgarian—0
A Personal Storytelling about Your Favorite Data—0
A Perspective on Literary Metaphor in the Context of Generative AI—0
API Agents vs. GUI Agents: Divergence and Convergence—0
A Platform for Generating Educational Activities to Teach English as a Second Language—0
APo-VAE: Text Generation in Hyperbolic Space—0
Application of AI-based Models for Online Fraud Detection and Analysis—0
Application of GPT Language Models for Innovation in Activities in University Teaching—0
Applications of Large Language Model Reasoning in Feature Generation—0
Applications of NLG in practical conversational AI settings—0
Applying Statistical Post-Editing to English-to-Korean Rule-based Machine Translation System—0
Approximation Strategies for Multi-Structure Sentence Compression—0
A practical perspective on connective generation—0
A Probabilistic Model with Commonsense Constraints for Pattern-based Temporal Fact Extraction—0
A proof of concept on triangular test evaluation for Natural Language Generation—0
A Qualitative Analysis of a Corpus of Opinion Summaries based on Aspects—0
A Quality-Diversity Controllable GAN for Text Generation—0
A RAG-Based Institutional Assistant—0
Architecture for a Trustworthy Quantum Chatbot—0
Are Current Decoding Strategies Capable of Facing the Challenges of Visual Dialogue?—0
Are Fictional Voices Distinguishable? Classifying Character Voices in Modern Drama—0
A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators—0
Are Large Language Model-based Evaluators the Solution to Scaling Up Multilingual Evaluation?—0
Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs—0
Are LLMs Aware that Some Questions are not Open-ended?—0
A Repository of Data and Evaluation Resources for Natural Language Generation—0
A Repository of Frame Instance Lexicalizations for Generation—0
A Repository of Rules and Lexical Resources for Discourse Structure Analysis: the Case of Explanation Structures—0
Are PPO-ed Language Models Hackable?—0
Are the Tools up to the Task? an Evaluation of Commercial Dialog Tools in Developing Conversational Enterprise-grade Dialog Systems—0
A Review of Digital Learning Environments for Teaching Natural Language Processing in K-12 Education—0
A Review on Large Language Models for Visual Analytics—0
Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators—0
Argument linking in LTAG: A constraint-based implementation with XMG—0
Argument Summarization and its Evaluation in the Era of Large Language Models—0
ARGUS: Hallucination and Omission Evaluation in Video-LLMs—0
Efficient Controlled Language Generation with Low-Rank Autoregressive Reward Models—0
A Roadmap for Big Model—0
Artwork Explanation in Large-scale Vision Language Models—0
A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories—0
A Scoping Review of ChatGPT Research in Accounting and Finance—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