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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 1951–2000 of 5335 papers

TitleStatusHype
Directed Domain Fine-Tuning: Tailoring Separate Modalities for Specific Training Tasks—0
Beyond Traditional Benchmarks: Analyzing Behaviors of Open LLMs on Data-to-Text Generation—0
Cognitive network science reveals bias in GPT-3, ChatGPT, and GPT-4 mirroring math anxiety in high-school students—0
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation—0
An In-depth Investigation of User Response Simulation for Conversational Search—0
''Fifty Shades of Bias'': Normative Ratings of Gender Bias in GPT Generated English Text—0
Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset—0
Generative Adversarial Imitation Learning for Empathy-based AI—0
Beyond Reality: The Pivotal Role of Generative AI in the Metaverse—0
Finding middle ground? Multi-objective Natural Language Generation from time-series data—0
Finding Replicable Human Evaluations via Stable Ranking Probability—0
Findings of the E2E NLG Challenge—0
Finding the ``right'' answers for customers—0
An implementation of a Latvian resource grammar in Grammatical Framework—0
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees—0
Fine-Grained Controllable Text Generation Using Non-Residual Prompting—0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs—0
An eye-tracking evaluation of some parser complexity metrics—0
Diffusion-nested Auto-Regressive Synthesis of Heterogeneous Tabular Data—0
Fine-Grained Control of Sentence Segmentation and Entity Positioning in Neural NLG—0
Diffusion-NAT: Self-Prompting Discrete Diffusion for Non-Autoregressive Text Generation—0
Beyond One-Size-Fits-All: Inversion Learning for Highly Effective NLG Evaluation Prompts—0
A Survey of Diffusion Models in Natural Language Processing—0
Diffusion Models in NLP: A Survey—0
Beyond Generative Artificial Intelligence: Roadmap for Natural Language Generation—0
Generation of Verbal Stems in Derivationally Rich Language—0
Finetuning LLMs for Comparative Assessment Tasks—0
Fine-Tuning LLMs with Noisy Data for Political Argument Generation and Post Guidance—0
Generative Adversarial Nets for Information Retrieval: Fundamentals and Advances—0
Beyond Flat Text: Dual Self-inherited Guidance for Visual Text Generation—0
Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models—0
Collaborative Training of GANs in Continuous and Discrete Spaces for Text Generation—0
An Extensive Evaluation of Factual Consistency in Large Language Models for Data-to-Text Generation—0
Generation of Hip-Hop Lyrics with Hierarchical Modeling and Conditional Templates—0
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion—0
FLAP: Table-to-Text Generation with Feature Indication and Numerical Reasoning Pretraining—0
Flexible text generation for counterfactual fairness probing—0
A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond—0
Adversarial Domain Adaptation for Variational Neural Language Generation in Dialogue Systems—0
FlowGraph2Text: Automatic Sentence Skeleton Compilation for Procedural Text Generation—0
DiffusER: Discrete Diffusion via Edit-based Reconstruction—0
An Exploration of Post-Editing Effectiveness in Text Summarization—0
Flow Matching with General Discrete Paths: A Kinetic-Optimal Perspective—0
A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception—0
Generation of landmark-based navigation instructions from open-source data—0
FMEA Builder: Expert Guided Text Generation for Equipment Maintenance—0
DiffuDetox: A Mixed Diffusion Model for Text Detoxification—0
Focused Evaluation for Image Description with Binary Forced-Choice Tasks—0
Focused Prefix Tuning for Controllable Text Generation—0
BetterV: Controlled Verilog Generation with Discriminative Guidance—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