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

Showing 551575 of 5335 papers

TitleStatusHype
PrefixLLM: LLM-aided Prefix Circuit DesignCode0
TSCheater: Generating High-Quality Tibetan Adversarial Texts via Visual SimilarityCode0
A Multi-Agent Framework for Extensible Structured Text Generation in PLCs0
Mastering Board Games by External and Internal Planning with Language Models0
OmniFlow: Any-to-Any Generation with Multi-Modal Rectified FlowsCode2
Homeostasis and Sparsity in Transformer0
Truth or Mirage? Towards End-to-End Factuality Evaluation with LLM-OasisCode1
Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads0
An Extensive Evaluation of Factual Consistency in Large Language Models for Data-to-Text Generation0
EzSQL: An SQL intermediate representation for improving SQL-to-text Generation0
Challenges in Adapting Multilingual LLMs to Low-Resource Languages using LoRA PEFT Tuning0
OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text GenerationCode1
Is my Meeting Summary Good? Estimating Quality with a Multi-LLM Evaluator0
Signs as Tokens: An Autoregressive Multilingual Sign Language Generator0
TED-VITON: Transformer-Empowered Diffusion Models for Virtual Try-OnCode0
Fine-Tuning LLMs with Noisy Data for Political Argument Generation and Post Guidance0
KL-geodesics flow matching with a novel sampling scheme0
Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models0
SAGEval: The frontiers of Satisfactory Agent based NLG Evaluation for reference-free open-ended text0
Investigating Factuality in Long-Form Text Generation: The Roles of Self-Known and Self-Unknown0
Development of Pre-Trained Transformer-based Models for the Nepali Language0
Two Heads Are Better Than One: Collaborative LLM Embodied Agents for Human-Robot Interaction0
MolMetaLM: a Physicochemical Knowledge-Guided Molecular Meta Language ModelCode0
Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation0
Large Language Model with Region-guided Referring and Grounding for CT Report GenerationCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified