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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 2051–2100 of 5335 papers

TitleStatusHype
From r to Q^*: Your Language Model is Secretly a Q-Function—0
Comparing BERT-based Reward Functions for Deep Reinforcement Learning in Machine Translation—0
A Survey on the Applications of Frontier AI, Foundation Models, and Large Language Models to Intelligent Transportation Systems—0
From Pixels to Prose: Advancing Multi-Modal Language Models for Remote Sensing—0
Comparing Automatic Evaluation Measures for Image Description—0
From OpenCCG to AI Planning: Detecting Infeasible Edges in Sentence Generation—0
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration—0
Comparing Abstractive Summaries Generated by ChatGPT to Real Summaries Through Blinded Reviewers and Text Classification Algorithms—0
A survey on text generation using generative adversarial networks—0
From General to Targeted Rewards: Surpassing GPT-4 in Open-Ended Long-Context Generation—0
From FOAF to English: Linguistic Contribution to Web Semantics—0
From Extractive to Abstractive Summarization: A Journey—0
Free-text Rationale Generation under Readability Level Control—0
Comparative Study of Sentence Embeddings for Contextual Paraphrasing—0
A Survey on Retrieval-Augmented Text Generation for Large Language Models—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
Abstract Meaning Representation for Sembanking—0
FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition—0
Comparative Analysis of CHATGPT and the evolution of language models—0
Frames: A Corpus for Adding Memory to Goal-Oriented Dialogue Systems—0
A Survey on Retrieval-Augmented Text Generation—0
Frame-Based Annotation of Multimodal Corpora: Tracking (A)Synchronies in Meaning Construction—0
FRAbench and GenEval: Scaling Fine-Grained Aspect Evaluation across Tasks, Modalities—0
FourierNAT: A Fourier-Mixing-Based Non-Autoregressive Transformer for Parallel Sequence Generation—0
Fortifying Ethical Boundaries in AI: Advanced Strategies for Enhancing Security in Large Language Models—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
Form follows Function: Text-to-Text Conditional Graph Generation based on Functional Requirements—0
Formalization of Speech Verbs with NooJ for Machine Translation: the French Verb accuser—0
Forking Paths in Neural Text Generation—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
Forcing Generative Models to Degenerate Ones: The Power of Data Poisoning Attacks—0
Combining Knowledge Graphs and Large Language Models—0
FOCUS: Forging Originality through Contrastive Use in Self-Plagiarism for Language Models—0
Focused Prefix Tuning for Controllable Text Generation—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
Focused Evaluation for Image Description with Binary Forced-Choice Tasks—0
Combining Incremental Language Generation and Incremental Speech Synthesis for Adaptive Information Presentation—0
FMEA Builder: Expert Guided Text Generation for Equipment Maintenance—0
Combining Constraint Programming Reasoning with Large Language Model Predictions—0
Flow Matching with General Discrete Paths: A Kinetic-Optimal Perspective—0
Combinatorics vs Grammar: Archeology of Computational Poetry in Tape Mark I—0
Collocation2Text: Controllable Text Generation from Guide Phrases in Russian—0
A Survey on Dialogue Summarization: Recent Advances and New Frontiers—0
FlowGraph2Text: Automatic Sentence Skeleton Compilation for Procedural Text Generation—0
Flexible text generation for counterfactual fairness probing—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