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 1101–1150 of 5335 papers

TitleStatusHype
Comparative Study of Sentence Embeddings for Contextual Paraphrasing—0
A Large-Scale Multilingual Study of Visual Constraints on Linguistic Selection of Descriptions—0
Adaptive Pruning for Large Language Models with Structural Importance Awareness—0
Dialogue-act-driven Conversation Model : An Experimental Study—0
Comparative Analysis of CHATGPT and the evolution of language models—0
A Survey on Retrieval-Augmented Text Generation—0
Adaptive Preference Scaling for Reinforcement Learning with Human Feedback—0
A Survey on Large Language Models with some Insights on their Capabilities and Limitations—0
A Large-Scale Simulation on Large Language Models for Decision-Making in Political Science—0
DHP Benchmark: Are LLMs Good NLG Evaluators?—0
Combining Referring Expression Generation and Surface Realization: A Corpus-Based Investigation of Architectures—0
A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly—0
Combining Knowledge Graphs and Large Language Models—0
Combining Intra- and Multi-sentential Rhetorical Parsing for Document-level Discourse Analysis—0
A Survey on Intelligent Poetry Generation: Languages, Features, Techniques, Reutilisation and Evaluation—0
A Large Automatically-Acquired All-Words List of Multiword Expressions Scored for Compositionality—0
Dia-LLaMA: Towards Large Language Model-driven CT Report Generation—0
Combining Incremental Language Generation and Incremental Speech Synthesis for Adaptive Information Presentation—0
Combining Constraint Programming Reasoning with Large Language Model Predictions—0
A Survey on Dialogue Summarization: Recent Advances and New Frontiers—0
Combinatorics vs Grammar: Archeology of Computational Poetry in Tape Mark I—0
Collocation2Text: Controllable Text Generation from Guide Phrases in Russian—0
A language-independent method for the extraction of RDF verbalization templates—0
A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond—0
A Survey of Text Watermarking in the Era of Large Language Models—0
Collective Generation of Natural Image Descriptions—0
Collecting Reliable Human Judgements on Machine-Generated Language: The Case of the QG-STEC Data—0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion—0
1 Million Captioned Dutch Newspaper Images—0
Dialog Generation Using Multi-Turn Reasoning Neural Networks—0
Privacy-Preserving In-Context Learning for Large Language Models—0
Collaborative Training of GANs in Continuous and Discrete Spaces for Text Generation—0
Collaborative Generative AI: Integrating GPT-k for Efficient Editing in Text-to-Image Generation—0
Collaborating Heterogeneous Natural Language Processing Tasks via Federated Learning—0
A Survey of Text Style Transfer: Applications and Ethical Implications—0
A Survey of Paraphrasing and Textual Entailment Methods—0
ColdGANs: Taming Language GANs with Cautious Sampling Strategies—0
CoLa -- Learning to Interactively Collaborate with Large LMs—0
Pretrained Language Models for Text Generation: A Survey—0
Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models—0
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees—0
Coherent Wave Dynamics and Language Generation of a Generative Pre-trained Transformer—0
A Survey of Neural Network Techniques for Feature Extraction from Text—0
Coherent Visual Storytelling via Parallel Top-Down Visual and Topic Attention—0
Coherent and Concise Radiology Report Generation via Context Specific Image Representations and Orthogonal Sentence States—0
A Survey of Natural Language Generation—0
A Japanese Chess Commentary Corpus—0
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses—0
Cognitive Prompts Using Guilford's Structure of Intellect Model—0
Cognitive network science reveals bias in GPT-3, ChatGPT, and GPT-4 mirroring math anxiety in high-school students—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