Datasets:

guosy
/

DTLBench

task stringlengths 23 112	label stringlengths 2 67
Which country Zubaidah Bint Ja'Far's husband is from?	Abbasid Caliphate
When was Olga Potocka's husband born?	5 February 1785
What is the place of birth of the performer of song Good Time Charlie'S Got The Blues?	Spokane, Washington
What nationality of the company that published Marquette Journal?	United States
Who is the spouse of the director of film Bhagyada Bagilu?	B. V. Radha
Where was the director of film The Autumn Of Pride born?	London
What is the place of birth of the director of film The Elephant Man (Film)?	Missoula, Montana
What is the place of birth of Anne Elizabeth Rector's husband?	Jersey City
Who is the father of James I, Count Of Urgell?	Alfonso IV of Aragon
What is the place of birth of the founder of Oak Hill Capital Partners?	Texas
Which country the director of film Black Panthers (Film) is from?	French
When was Juan Manuel Morales's father born?	1 March 1970
Where was the place of death of Archduke Stefan Of Austria's father?	Salzburg
Where does the director of film Tout De Suite Maintenant work at?	Cahiers du cinéma
Which country the director of film Boogeyman Ii is from?	German
Who is Princess Eleonore Of Schaumburg-Lippe's paternal grandfather?	Prince Christian of Schaumburg-Lippe
Who is Keanolani's aunt?	Jane Loeau
What is the place of birth of the director of film The Possession Of Hannah Grace?	Dutch
Where was the place of burial of Lucy Beall Candler Owens Heinz Leide's father?	Georgia
Where does the director of film Looking For Hortense work at?	Cahiers du cinéma
Who is the child-in-law of Ruth Mulan Chu Chao?	Mitch McConnell
What is the place of birth of Peter Ii, Count Of Saint-Pol's mother?	French
Where did the composer of song Liza (All The Clouds'Ll Roll Away) die?	Hollywood
Who is the spouse of the composer of film Kalle Stropp, Grodan Boll Och Deras Vänner?	Eva Funck
Who is John De Vesci's paternal grandfather?	Eustace de Vesci
Where was the director of film Flirting With Love born?	New York
Who is Prince Aage, Count Of Rosenborg's paternal grandmother?	Louise of Hesse-Kassel
Where was the father of Iacopo Iii Appiani born?	Pisa
When did Edmund Grey, 1St Earl Of Kent's father die?	1439
Who is Caroline Campbell, Duchess Of Argyll's paternal grandmother?	Anne Egerton
What nationality is George Randolph Hearst Iii's father?	United States
What nationality is John Sigismund Vasa's mother?	Polish-Lithuanian Commonwealth
When is Margarete Weißkirchner's husband's birthday?	20 September 1449
What is the place of birth of the director of film Asadhya Aliya?	Hunsur
What nationality is Humehume's father?	Kingdom of Hawaiʻi
Who is Richard De Montfort's paternal grandfather?	Amaury I de Montfort
Where was the place of death of Arthur Bell Nicholls's wife?	Haworth
Where was the director of film The Open Road born?	Dallas
Who is the paternal grandfather of Chlothar Iii?	Dagobert I
Who is the mother-in-law of Françoise Barbaroux?	Louise Marie Adélaïde de Bourbon
Where does the director of film Kaneez (1949 Film) work at?	University of Virginia
Who is Margaretta Foster, 1St Viscountess Ferrard's paternal grandmother?	Margaret Parnell
What is the place of birth of the director of film Pontianak Harum Sundal Malam 2?	Negeri Sembilan
Who is the father of the director of film Gramps Is In The Resistance?	Alain Poiré
Who is Maria Of Montpellier's father?	William VIII of Montpellier
Who is the paternal grandmother of Johann Georg, Duke Of Saxe-Weissenfels?	Anna Maria of Mecklenburg-Schwerin
Which country Tad Lincoln's mother is from?	United States
Where was the place of death of Henry Frederick, Hereditary Prince Of The Palatinate's father?	Mainz
What nationality is Sukhumala Marasri's father?	Siam
Where did the director of film Barakah Meets Barakah study?	Columbia University Graduate School of Journalism
Where did Leona Woods's husband die?	Los Angeles
What is the place of birth of the director of film Mallrats?	Red Bank
Where was the place of burial of Cleophis's husband?	Alexandria
Who is Leopoldo De Austria's paternal grandfather?	Frederick III, Holy Roman Emperor
Where was the composer of song Vi Skall Fara Bortom Månen born?	Alfta parish
Why did Louise Borgia, Duchess Of Valentinois's father die?	fight
Where was the place of death of Jean Galli De Bibiena's father?	Bologna
Where was the place of death of Ptolemy Xiii Theos Philopator's wife?	Alexandria
Who is Antoine-Charles Taschereau's paternal grandfather?	Thomas-Jacques Taschereau
What is the place of birth of the composer of film Body Melt?	Melbourne
Where was the place of death of the composer of song They Can'T Take That Away From Me?	Hollywood
Where was the father of Horatio Powys born?	Lilford Hall
Where did Campbell Stephen's wife study at?	Girton College, Cambridge
Who is Coirpre Mac Fogartaig's paternal grandfather?	Niall mac Cernaig Sotal
Who is the spouse of the director of film The Net 2.0?	Sandra Nelson
What is the place of birth of Abd Al-Aziz Ibn Marwan's father?	Mecca
Who is Elisabeth, Countess Of Vermandois's paternal grandmother?	Adelaide, Countess of Vermandois
When was the director of film Jinpa born?	1969
Where was the place of death of Samsu-Iluna's father?	Babylonian
Where was the father of Thomson Mason (1759–1820) born?	Fairfax
Who is Abdullah Al-Salim Al-Sabah's uncle?	Jaber II Al-Sabah
Where was the director of film Heaven, We Inherit A Castle born?	Elberfeld
What is the date of death of Alexandra Hasluck's husband?	9 January 1993
Who is Prince Gorm Of Denmark's paternal grandfather?	Frederick VIII of Denmark
Who was born first out of Artur Mikvabia and Algernon Percy, 1St Earl Of Beverley?	Algernon Percy, 1St Earl Of Beverley
What nationality is the director of film Saint Janet?	United States
Who is the mother of Agnes Mortimer, Countess Of Pembroke?	Joan de Geneville, 2nd Baroness Geneville
Who is the paternal grandfather of Dietrich Ii Of Isenberg-Limburg?	Dietrich I of Isenberg
Which country Gilduin Of Le Puiset's father is from?	France
Where was the place of burial of Anna Morton's husband?	Rhinebeck Cemetery
When did Maria Luisa Of Savoy's husband die?	9 July 1746
What is the place of birth of Sidonie Of Poděbrady's mother?	Konopiště
Who is the father of Joe Hill (Writer)?	Stephen King
Who is the spouse of the composer of song Vattenvisan?	Lisbet Jobs
Who is the paternal grandfather of Jordan Ii Of Capua?	Richard I of Capua
When did Prince Gustav Of Thurn And Taxis (1848–1914)'s father die?	10 November 1871
Who is Frederick Of Luxembourg's paternal grandfather?	Wigeric of Lotharingia
Who is Louis X Of France's maternal grandfather?	Henry I of Navarre
Who is Princess Hermine Of Waldeck And Pyrmont's paternal grandfather?	George I, Prince of Waldeck and Pyrmont
Where did William Louis, Prince Of Anhalt-Harzgerode's father die?	Plötzkau
Where was the husband of Virginia Foster Durr born?	Montgomery
Where was the performer of song Esclavo De Sus Besos born?	Almería
Where was the husband of Olive Mary Hilliard born?	Surrey
Which country Henry Marc Brunel's father is from?	British
Where was the performer of song Do You Like This born?	Benton Harbor, Michigan
Who is Charles Cadogan, 2Nd Earl Cadogan's mother?	Mary Churchill
Which country Marcus (Son Of Basiliscus)'s mother is from?	Byzantine Empire
Where was the mother of Angelica Page born?	Kirksville, Missouri
Who is Sancha Of Castile, Queen Of Aragon's paternal grandmother?	Urraca of León
What is the place of birth of Kamures Kadın's husband?	Istanbul

End of preview. Expand in Data Studio

DTLBench

💻 GitHub Repo | 🫀 DTLBench PhysioNet (To be released) | 📄 Paper (To be released)

DTLBench is a benchmark for deployment-time learning of large language model agents. It collects diverse task streams spanning medical diagnosis, legal analysis, operational reasoning, financial prediction, text-to-SQL, embodied decision making, tabular reasoning on EHRs, deep search, etc.

Benchmark Overview

Total tasks: 16 (3 of them will be released through PhysioNet)
Data format: one JSON object per line (.jsonl)
Primary use case: benchmark streams for deployment-time learning

DTLBench covers three environment styles used in CASCADE:

single-turn: one input, one final answer
multi-turn: sequential interaction with the environment

Summary statistics of the DTLBench. The maximum steps refer to the maximum number of interaction steps that the environment allows per task.

Property	Domain	Task	Dataset	Maximum Steps	Number of Samples
Single-turn	Medical	Medical Diagnosis	DDXPlus	1	3136
		Medication Recommendation	MIMIC-IV-MR	1	2881
		Medical Specialty Referral	MIMIC-IV-MSR	1	2115
		Triage Level Prediction	MIMIC-IV-TLP	1	2200
	Legal	Multi-Defendant Legal Charge Prediction	MUD	1	1740
		Penalty Legal Prediction	CMDL	1	2080
	Financial	Financial Customer Intent Routing	Banking77	1	5000
		Entity-Aware Financial Sentiment Analysis	SEntFiN	1	2299
	AIOps	AIOps Root Cause Analysis	RCA	1	2925
		AIOps Log Fault Diagnosis	LFD	1	3000
	Coding	Text-to-SQL	SPIDER	1	2147
		Knowledge-Augmented Text-to-SQL	BIRD	1	1534
Multi-turn, Simulated	Embodied	Household Embodied Decision Making	ALFWorld	30	2000
		Scientific Embodied Decision Making	ScienceWorld	10-30	1857
Multi-turn, Real-world	Information Seeking	Web-based Deep Search	2Wiki	5	2500
	Medical	Complex Tabular Reasoning on Electronic Health Records	MIMIC-III	5	2500

Data Format

Each config can be loaded independently from Hugging Face, and each task keeps the fields needed by its original environment. All tasks include a task field, which is the main query or observation presented to the agent.

Load the Dataset

Using datasets:

from datasets import load_dataset

# Load one task
ddxplus = load_dataset("guosy/DTLBench", "ddxplus")
print(ddxplus["train"][0])

# Load another task
spider = load_dataset("guosy/DTLBench", "spider")
print(spider["train"][0]["task"])

Using huggingface-cli:

huggingface-cli download --repo-type dataset guosy/DTLBench --local-dir ./DTLBench

License

DTLBench is a mixed-license collection. Each subdataset follows its own original license, and the benchmark authors do not claim additional rights beyond those licenses.

Please see LICENSE.md and the per-task LICENSE files for details. In particular:

Some tasks are under permissive licenses such as MIT or Apache-2.0
Some tasks use CC licenses with attribution or share-alike requirements
Some tasks have unclear or unknown redistribution terms

You are responsible for ensuring your use complies with the license of each individual subdataset.

Citation

If you use DTLBench, please cite the CASCADE paper once it is publicly available. We will update this card with the final bibliography information after release.

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