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 951–1000 of 5335 papers

TitleStatusHype
Decoding AI and Human Authorship: Nuances Revealed Through NLP and Statistical Analysis—0
Beyond Generative Artificial Intelligence: Roadmap for Natural Language Generation—0
Enhancing Emotion Prediction in News Headlines: Insights from ChatGPT and Seq2Seq Models for Free-Text Generation—0
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs—0
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text—0
Enriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation DatasetsCode0
Parallelizing Autoregressive Generation with Variational State Space Models—0
Uncertainty Estimation of Large Language Models in Medical Question Answering—0
SEED-Story: Multimodal Long Story Generation with Large Language ModelCode4
The Career Interests of Large Language Models—0
Arabic Automatic Story Generation with Large Language ModelsCode0
ROSA: Random Subspace Adaptation for Efficient Fine-TuningCode0
MARS: Mixture of Auto-Regressive Models for Fine-grained Text-to-image SynthesisCode2
Combining Knowledge Graphs and Large Language Models—0
Igea: a Decoder-Only Language Model for Biomedical Text Generation in Italian—0
ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text GenerationCode4
Efficient Controlled Language Generation with Low-Rank Autoregressive Reward Models—0
On Evaluating The Performance of Watermarked Machine-Generated Texts Under Adversarial Attacks—0
The Structure of Financial Equity Research Reports -- Identification of the Most Frequently Asked Questions in Financial Analyst Reports to Automate Equity Research Using Llama 3 and GPT-4—0
Cognitive Modeling with Scaffolded LLMs: A Case Study of Referential Expression Generation—0
Systematic Task Exploration with LLMs: A Study in Citation Text GenerationCode0
QET: Enhancing Quantized LLM Parameters and KV cache Compression through Element Substitution and Residual Clustering—0
Core: Robust Factual Precision with Informative Sub-Claim IdentificationCode0
Synthetic data: How could it be used for infectious disease research?—0
LLM Internal States Reveal Hallucination Risk Faced With a QueryCode0
ConCodeEval: Evaluating Large Language Models for Code Constraints in Domain-Specific Languages—0
Efficient Sparse Attention needs Adaptive Token ReleaseCode0
Proposal Report for the 2nd SciCAP Competition 2024—0
RVISA: Reasoning and Verification for Implicit Sentiment Analysis—0
Predicting vs. Acting: A Trade-off Between World Modeling & Agent Modeling—0
MeMemo: On-device Retrieval Augmentation for Private and Personalized Text GenerationCode2
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language GenerationCode0
Extracting and Encoding: Leveraging Large Language Models and Medical Knowledge to Enhance Radiological Text RepresentationCode0
Deep Image-to-Recipe TranslationCode0
Free-text Rationale Generation under Readability Level Control—0
The African Woman is Rhythmic and Soulful: An Investigation of Implicit Biases in LLM Open-ended Text Generation—0
First Place Solution of 2023 Global Artificial Intelligence Technology Innovation Competition Track 1—0
Turning Up the Heat: Min-p Sampling for Creative and Coherent LLM Outputs—0
Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation—0
Locate&Edit: Energy-based Text Editing for Efficient, Flexible, and Faithful Controlled Text Generation—0
Towards Massive Multilingual Holistic Bias—0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
InfiniGen: Efficient Generative Inference of Large Language Models with Dynamic KV Cache ManagementCode2
LongLaMP: A Benchmark for Personalized Long-form Text Generation—0
PathAlign: A vision-language model for whole slide images in histopathology—0
Can Large Language Models Generate High-quality Patent Claims?Code0
Inclusivity in Large Language Models: Personality Traits and Gender Bias in Scientific Abstracts—0
Suri: Multi-constraint Instruction Following for Long-form Text GenerationCode1
VERISCORE: Evaluating the factuality of verifiable claims in long-form text generationCode1
Themis: A Reference-free NLG Evaluation Language Model with Flexibility and InterpretabilityCode1
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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