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DSPy: Compiling Declarative Language Model Calls into Self-Improving
  Pipelines

DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

5 October 2023
Omar Khattab
Arnav Singhvi
Paridhi Maheshwari
Zhiyuan Zhang
Keshav Santhanam
Sri Vardhamanan
Saiful Haq
Ashutosh Sharma
Thomas T. Joshi
Hanna Moazam
Heather Miller
Matei A. Zaharia
Christopher Potts
    RALM
ArXivPDFHTML

Papers citing "DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines"

36 / 36 papers shown
Title
Divide, Optimize, Merge: Fine-Grained LLM Agent Optimization at Scale
Divide, Optimize, Merge: Fine-Grained LLM Agent Optimization at Scale
Jiale Liu
Yifan Zeng
Shaokun Zhang
Chi Zhang
Malte Højmark-Bertelsen
Marie Normann Gadeberg
H. Wang
Qingyun Wu
34
0
0
06 May 2025
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery
Yoel Zimmermann
Adib Bazgir
Alexander H Al-Feghali
Mehrad Ansari
L. C. Brinson
...
Shang Zhu
Jan Janssen
Calvin Li
Ian T. Foster
B. Blaiszik
37
0
0
05 May 2025
TRAVELER: A Benchmark for Evaluating Temporal Reasoning across Vague, Implicit and Explicit References
TRAVELER: A Benchmark for Evaluating Temporal Reasoning across Vague, Implicit and Explicit References
Svenja Kenneweg
J. Deigmöller
Philipp Cimiano
Julian Eggert
40
0
0
02 May 2025
A Mathematical Philosophy of Explanations in Mechanistic Interpretability -- The Strange Science Part I.i
A Mathematical Philosophy of Explanations in Mechanistic Interpretability -- The Strange Science Part I.i
Kola Ayonrinde
Louis Jaburi
MILM
68
1
0
01 May 2025
DNB-AI-Project at SemEval-2025 Task 5: An LLM-Ensemble Approach for Automated Subject Indexing
DNB-AI-Project at SemEval-2025 Task 5: An LLM-Ensemble Approach for Automated Subject Indexing
Lisa Kluge
Maximilian Kähler
70
1
0
30 Apr 2025
Towards Large Language Models for Lunar Mission Planning and In Situ Resource Utilization
Towards Large Language Models for Lunar Mission Planning and In Situ Resource Utilization
Michael Pekala
Gregory Canal
Samuel Barham
Milena B. Graziano
Morgan Trexler
Leslie Hamilton
Elizabeth Reilly
Christopher D. Stiles
33
0
0
28 Apr 2025
MARFT: Multi-Agent Reinforcement Fine-Tuning
MARFT: Multi-Agent Reinforcement Fine-Tuning
Junwei Liao
Muning Wen
J. Wang
W. Zhang
OffRL
23
0
0
21 Apr 2025
GAAPO: Genetic Algorithmic Applied to Prompt Optimization
GAAPO: Genetic Algorithmic Applied to Prompt Optimization
Xavier Sécheresse
Jacques-Yves Guilbert--Ly
Antoine Villedieu de Torcy
26
0
0
09 Apr 2025
Why Do Multi-Agent LLM Systems Fail?
Why Do Multi-Agent LLM Systems Fail?
Mert Cemri
Melissa Z. Pan
Shuyi Yang
Lakshya A Agrawal
Bhavya Chopra
...
Dan Klein
Kannan Ramchandran
Matei A. Zaharia
Joseph E. Gonzalez
Ion Stoica
LLMAG
Presented at ResearchTrend Connect | LLMAG on 23 Apr 2025
112
5
0
17 Mar 2025
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized Formats
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized Formats
William Brach
Kristián Košťál
Michal Ries
90
0
0
04 Mar 2025
EvoFlow: Evolving Diverse Agentic Workflows On The Fly
EvoFlow: Evolving Diverse Agentic Workflows On The Fly
Guibin Zhang
Kaijie Chen
Guancheng Wan
Heng Chang
Hong Cheng
K. Wang
Shuyue Hu
Lei Bai
65
2
0
11 Feb 2025
Self-Supervised Prompt Optimization
Self-Supervised Prompt Optimization
Jinyu Xiang
Jiayi Zhang
Zhaoyang Yu
Fengwei Teng
Jinhao Tu
Xinbing Liang
Sirui Hong
Chenglin Wu
Yuyu Luo
OffRL
LRM
57
5
0
07 Feb 2025
Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization
Beyond Prompt Content: Enhancing LLM Performance via Content-Format Integrated Prompt Optimization
Yuanye Liu
Jiahang Xu
Li Lyna Zhang
Qi Chen
Xuan Feng
Yang Chen
Zhongxin Guo
Yuqing Yang
Cheng Peng
72
2
0
06 Feb 2025
Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation
Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation
Satyapriya Krishna
Kalpesh Krishna
Anhad Mohananey
Steven Schwarcz
Adam Stambler
Shyam Upadhyay
Manaal Faruqui
ReLM
3DV
LRM
RALM
27
12
0
28 Jan 2025
Marconi: Prefix Caching for the Era of Hybrid LLMs
Marconi: Prefix Caching for the Era of Hybrid LLMs
Rui Pan
Zhuang Wang
Zhen Jia
Can Karakus
Luca Zancato
Tri Dao
Ravi Netravali
Yida Wang
87
4
0
28 Nov 2024
Neuro-Symbolic Evaluation of Text-to-Video Models using Formal Verification
Neuro-Symbolic Evaluation of Text-to-Video Models using Formal Verification
Sundar Sripada V. S.
Minkyu Choi
Sahil Shah
Harsh Goel
Mohammad Omama
Sandeep P. Chinchali
EGVM
105
2
0
22 Nov 2024
SkyServe: Serving AI Models across Regions and Clouds with Spot Instances
SkyServe: Serving AI Models across Regions and Clouds with Spot Instances
Ziming Mao
Tian Xia
Zhanghao Wu
Wei-Lin Chiang
Tyler Griggs
Romil Bhardwaj
Zongheng Yang
S. Shenker
Ion Stoica
29
1
0
03 Nov 2024
G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks
Guibin Zhang
Yanwei Yue
Xiangguo Sun
Guancheng Wan
Miao Yu
Junfeng Fang
Kun Wang
Dawei Cheng
Dawei Cheng
AAML
AI4CE
46
5
0
15 Oct 2024
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation
Han He
Qianchu Liu
Lei Xu
Chaitanya P. Shivade
Yi Zhang
S. Srinivasan
Katrin Kirchhoff
16
1
0
03 Oct 2024
Generative Language Models with Retrieval Augmented Generation for
  Automated Short Answer Scoring
Generative Language Models with Retrieval Augmented Generation for Automated Short Answer Scoring
Zifan Wang
Christopher Ormerod
ELM
17
1
0
07 Aug 2024
AI Agents That Matter
AI Agents That Matter
Sayash Kapoor
Benedikt Stroebl
Zachary S. Siegel
Nitya Nadgir
Arvind Narayanan
35
32
0
01 Jul 2024
LASSI: An LLM-based Automated Self-Correcting Pipeline for Translating Parallel Scientific Codes
LASSI: An LLM-based Automated Self-Correcting Pipeline for Translating Parallel Scientific Codes
M. Dearing
Yiheng Tao
Xingfu Wu
Z. Lan
V. Taylor
35
3
0
30 Jun 2024
Teola: Towards End-to-End Optimization of LLM-based Applications
Teola: Towards End-to-End Optimization of LLM-based Applications
Xin Tan
Yimin Jiang
Yitao Yang
Hong-Yu Xu
45
4
0
29 Jun 2024
Automating Customer Needs Analysis: A Comparative Study of Large Language Models in the Travel Industry
Automating Customer Needs Analysis: A Comparative Study of Large Language Models in the Travel Industry
Simone Barandoni
F. Chiarello
Lorenzo Cascone
Emiliano Marrale
Salvatore Puccio
51
5
0
27 Apr 2024
Model Callers for Transforming Predictive and Generative AI Applications
Model Callers for Transforming Predictive and Generative AI Applications
Mukesh Dalal
14
0
0
17 Apr 2024
Assisting in Writing Wikipedia-like Articles From Scratch with Large
  Language Models
Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models
Yijia Shao
Yucheng Jiang
Theodore A. Kanell
Peter Xu
Omar Khattab
Monica S. Lam
LLMAG
KELM
16
34
0
22 Feb 2024
In-Context Learning for Extreme Multi-Label Classification
In-Context Learning for Extreme Multi-Label Classification
Karel DÓosterlinck
Omar Khattab
François Remy
Thomas Demeester
Chris Develder
Christopher Potts
21
2
0
22 Jan 2024
AutoMix: Automatically Mixing Language Models
AutoMix: Automatically Mixing Language Models
Pranjal Aggarwal
Aman Madaan
Ankit Anand
Srividya Pranavi Potharaju
Swaroop Mishra
...
Karthik Kappaganthu
Yiming Yang
Shyam Upadhyay
Manaal Faruqui
Mausam
40
17
0
19 Oct 2023
A Comprehensive Survey of Sentence Representations: From the BERT Epoch
  to the ChatGPT Era and Beyond
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and Beyond
Abhinav Ramesh Kashyap
Thang-Tung Nguyen
Viktor Schlegel
Stefan Winkler
See-Kiong Ng
Soujanya Poria
AI4TS
3DV
SSL
21
6
0
22 May 2023
ReAct: Synergizing Reasoning and Acting in Language Models
ReAct: Synergizing Reasoning and Acting in Language Models
Shunyu Yao
Jeffrey Zhao
Dian Yu
Nan Du
Izhak Shafran
Karthik Narasimhan
Yuan Cao
LLMAG
ReLM
LRM
208
2,413
0
06 Oct 2022
Recitation-Augmented Language Models
Recitation-Augmented Language Models
Zhiqing Sun
Xuezhi Wang
Yi Tay
Yiming Yang
Denny Zhou
RALM
190
60
0
04 Oct 2022
Large Language Models are Zero-Shot Reasoners
Large Language Models are Zero-Shot Reasoners
Takeshi Kojima
S. Gu
Machel Reid
Yutaka Matsuo
Yusuke Iwasawa
ReLM
LRM
291
2,712
0
24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Xuezhi Wang
Jason W. Wei
Dale Schuurmans
Quoc Le
Ed H. Chi
Sharan Narang
Aakanksha Chowdhery
Denny Zhou
ReLM
BDL
LRM
AI4CE
297
3,163
0
21 Mar 2022
Training language models to follow instructions with human feedback
Training language models to follow instructions with human feedback
Long Ouyang
Jeff Wu
Xu Jiang
Diogo Almeida
Carroll L. Wainwright
...
Amanda Askell
Peter Welinder
Paul Christiano
Jan Leike
Ryan J. Lowe
OSLM
ALM
301
11,730
0
04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Jason W. Wei
Xuezhi Wang
Dale Schuurmans
Maarten Bosma
Brian Ichter
F. Xia
Ed H. Chi
Quoc Le
Denny Zhou
LM&Ro
LRM
AI4CE
ReLM
315
8,261
0
28 Jan 2022
Answering Complex Open-domain Questions Through Iterative Query
  Generation
Answering Complex Open-domain Questions Through Iterative Query Generation
Peng Qi
Xiaowen Lin
L. Mehr
Zijian Wang
Christopher D. Manning
RALM
ReLM
LRM
164
117
0
15 Oct 2019
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