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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 2251–2300 of 5335 papers

TitleStatusHype
LLM-based NLG Evaluation: Current Status and Challenges—0
LLMs May Perform MCQA by Selecting the Least Incorrect Option—0
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text GenerationCode0
ReAGent: A Model-agnostic Feature Attribution Method for Generative Language ModelsCode0
Hidding the Ghostwriters: An Adversarial Evaluation of AI-Generated Student Essay DetectionCode0
Probing Language Models' Gesture Understanding for Enhanced Human-AI Interaction—0
Paramanu: A Family of Novel Efficient Generative Foundation Language Models for Indian Languages—0
SemScore: Automated Evaluation of Instruction-Tuned LLMs based on Semantic Textual Similarity—0
A Cross-Language Investigation into Jailbreak Attacks in Large Language Models—0
Detecting LLM-Assisted Writing in Scientific Communication: Are We There Yet?—0
Transfer Learning for Text Diffusion Models—0
Leveraging Professional Radiologists' Expertise to Enhance LLMs' Evaluation for Radiology Reports—0
Fortifying Ethical Boundaries in AI: Advanced Strategies for Enhancing Security in Large Language Models—0
To Burst or Not to Burst: Generating and Quantifying Improbable TextCode0
Semantic Sensitivities and Inconsistent Predictions: Measuring the Fragility of NLI ModelsCode0
Language Modelling Approaches to Adaptive Machine Translation—0
TrICy: Trigger-guided Data-to-text Generation with Intent aware Attention-Copy—0
Fine-grained Contract NER using instruction based modelCode0
Dynamic Traceback Learning for Medical Report Generation—0
HiGen: Hierarchy-Aware Sequence Generation for Hierarchical Text Classification—0
IndiText Boost: Text Augmentation for Low Resource India Languages—0
An Empirical Study of In-context Learning in LLMs for Machine TranslationCode0
Leveraging Chat-Based Large Vision Language Models for Multimodal Out-Of-Context Detection—0
Accelerating Multilingual Language Model for Excessively Tokenized Languages—0
Self-training from Self-memory in Data-to-text GenerationCode0
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges—0
Large Language Models for Scientific Information Extraction: An Empirical Study for Virology—0
Beyond Traditional Benchmarks: Analyzing Behaviors of Open LLMs on Data-to-Text Generation—0
Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit AccessCode0
Deductive Closure Training of Language Models for Coherence, Accuracy, and Updatability—0
Contrastive Perplexity for Controlled Generation: An Application in Detoxifying Large Language Models—0
LLMs for Test Input Generation for Semantic Caches—0
The Pitfalls of Defining Hallucination—0
The Chronicles of RAG: The Retriever, the Chunk and the Generator—0
Beyond Sparse Rewards: Enhancing Reinforcement Learning with Language Model Critique in Text Generation—0
Parameter-Efficient Detoxification with Contrastive Decoding—0
A Survey on the Applications of Frontier AI, Foundation Models, and Large Language Models to Intelligent Transportation Systems—0
Stylometry Analysis of Multi-authored Documents for Authorship and Author Style Change Detection—0
PizzaCommonSense: Learning to Model Commonsense Reasoning about Intermediate Steps in Cooking RecipesCode0
SH2: Self-Highlighted Hesitation Helps You Decode More TruthfullyCode0
Autocompletion of Chief Complaints in the Electronic Health Records using Large Language Models—0
Natural Language Processing for Dialects of a Language: A Survey—0
Monte Carlo Tree Search for Recipe Generation using GPT-2—0
Generating Diverse and High-Quality Texts by Minimum Bayes Risk DecodingCode0
Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset—0
Setting the Record Straight on Transformer Oversmoothing—0
AI Hallucinations: A Misnomer Worth Clarifying—0
Empirical Study of Large Language Models as Automated Essay Scoring Tools in English Composition__Taking TOEFL Independent Writing Task for Example—0
PIXAR: Auto-Regressive Language Modeling in Pixel Space—0
MAMI: Multi-Attentional Mutual-Information for Long Sequence Neuron Captioning—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