Datasets:

hkust-nlp
/

agentboard

id int64 0 133	goal stringlengths 18 45	difficulty stringclasses 2 values	subgoals stringlengths 76 155
0	look at bowl under the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a bowl \d+) Subgoal 2: You pick up the bowl \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
1	put two soapbar in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a soapbar \d+) Subgoal 2: You pick up the soapbar \d+ Subgoal 3: You put the soapbar \d+ in/on the garbagecan \d+
2	put a cool tomato in microwave.	hard	Subgoal 1: ^(?=.* you see)(?=.*a tomato \d+) Subgoal 2: You pick up the tomato \d+ Subgoal 3: You cool the tomato \d+ using the
3	put a clean plate in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a plate \d+) Subgoal 2: You pick up the plate \d+ Subgoal 3: You clean the plate \d+
4	put a clean soapbar in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a soapbar \d+) Subgoal 2: You pick up the soapbar \d+ Subgoal 3: You clean the soapbar \d+
5	cool some lettuce and put it in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a lettuce \d+) Subgoal 2: You pick up the lettuce \d+ Subgoal 3: You cool the lettuce \d+ using the
6	clean some pan and put it in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a pan \d+) Subgoal 2: You pick up the pan \d+ Subgoal 3: You clean the pan \d+
7	put a clean plate in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a plate \d+) Subgoal 2: You pick up the plate \d+ Subgoal 3: You clean the plate \d+
8	put a hot mug in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You heat the mug \d+ using the
9	put some saltshaker on drawer.	easy	Subgoal 1: ^(?=.* you see)(?=.*a saltshaker \d+) Subgoal 2: You pick up the saltshaker \d+
10	clean some bowl and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a bowl \d+) Subgoal 2: You pick up the bowl \d+ Subgoal 3: You clean the bowl \d+
11	put a vase in safe.	easy	Subgoal 1: ^(?=.* you see)(?=.*a vase \d+) Subgoal 2: You pick up the vase \d+
12	cool some potato and put it in microwave.	hard	Subgoal 1: ^(?=.* you see)(?=.*a potato \d+) Subgoal 2: You pick up the potato \d+ Subgoal 3: You cool the potato \d+ using the
13	cool some mug and put it in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You cool the mug \d+ using the
14	heat some egg and put it in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a egg \d+) Subgoal 2: You pick up the egg \d+ Subgoal 3: You heat the egg \d+ using the
15	put a cool mug in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You cool the mug \d+ using the
16	put a hot cup in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a cup \d+) Subgoal 2: You pick up the cup \d+ Subgoal 3: You heat the cup \d+ using the
17	put a clean mug in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You clean the mug \d+
18	clean some soapbar and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a soapbar \d+) Subgoal 2: You pick up the soapbar \d+ Subgoal 3: You clean the soapbar \d+
19	put a hot cup in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a cup \d+) Subgoal 2: You pick up the cup \d+ Subgoal 3: You heat the cup \d+ using the
20	clean some knife and put it in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a knife \d+) Subgoal 2: You pick up the knife \d+ Subgoal 3: You clean the knife \d+
21	clean some cloth and put it in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a cloth \d+) Subgoal 2: You pick up the cloth \d+ Subgoal 3: You clean the cloth \d+
22	examine the bowl with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a bowl \d+) Subgoal 2: You pick up the bowl \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
23	put a clean egg in microwave.	hard	Subgoal 1: ^(?=.* you see)(?=.*a egg \d+) Subgoal 2: You pick up the egg \d+ Subgoal 3: You clean the egg \d+
24	put some peppershaker on drawer.	easy	Subgoal 1: ^(?=.* you see)(?=.*a peppershaker \d+) Subgoal 2: You pick up the peppershaker \d+
25	put a pencil in shelf.	easy	Subgoal 1: ^(?=.* you see)(?=.*a pencil \d+) Subgoal 2: You pick up the pencil \d+
26	put a soapbottle in toilet.	easy	Subgoal 1: ^(?=.* you see)(?=.*a soapbottle \d+) Subgoal 2: You pick up the soapbottle \d+
27	put some saltshaker on cabinet.	easy	Subgoal 1: ^(?=.* you see)(?=.*a saltshaker \d+) Subgoal 2: You pick up the saltshaker \d+
28	put some saltshaker on cabinet.	easy	Subgoal 1: ^(?=.* you see)(?=.*a saltshaker \d+) Subgoal 2: You pick up the saltshaker \d+
29	put a cool lettuce in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a lettuce \d+) Subgoal 2: You pick up the lettuce \d+ Subgoal 3: You cool the lettuce \d+ using the
30	put some watch on safe.	easy	Subgoal 1: ^(?=.* you see)(?=.*a watch \d+) Subgoal 2: You pick up the watch \d+
31	heat some apple and put it in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a apple \d+) Subgoal 2: You pick up the apple \d+ Subgoal 3: You heat the apple \d+ using the
32	heat some apple and put it in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a apple \d+) Subgoal 2: You pick up the apple \d+ Subgoal 3: You heat the apple \d+ using the
33	look at cd under the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a cd \d+) Subgoal 2: You pick up the cd \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
34	put a cool pan in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a pan \d+) Subgoal 2: You pick up the pan \d+ Subgoal 3: You cool the pan \d+ using the
35	put two pillow in sofa.	hard	Subgoal 1: ^(?=.* you see)(?=.*a pillow \d+) Subgoal 2: You pick up the pillow \d+ Subgoal 3: You put the pillow \d+ in/on the sofa \d+
36	put a hot cup in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a cup \d+) Subgoal 2: You pick up the cup \d+ Subgoal 3: You heat the cup \d+ using the
37	put a clean knife in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a knife \d+) Subgoal 2: You pick up the knife \d+ Subgoal 3: You clean the knife \d+
38	examine the alarmclock with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a alarmclock \d+) Subgoal 2: You pick up the alarmclock \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
39	cool some mug and put it in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You cool the mug \d+ using the
40	cool some bread and put it in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a bread \d+) Subgoal 2: You pick up the bread \d+ Subgoal 3: You cool the bread \d+ using the
41	examine the pencil with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a pencil \d+) Subgoal 2: You pick up the pencil \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
42	put two keychain in safe.	hard	Subgoal 1: ^(?=.* you see)(?=.*a keychain \d+) Subgoal 2: You pick up the keychain \d+ Subgoal 3: You put the keychain \d+ in/on the safe \d+
43	put two peppershaker in drawer.	hard	Subgoal 1: ^(?=.* you see)(?=.*a peppershaker \d+) Subgoal 2: You pick up the peppershaker \d+ Subgoal 3: You put the peppershaker \d+ in/on the drawer \d+
44	cool some pan and put it in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a pan \d+) Subgoal 2: You pick up the pan \d+ Subgoal 3: You cool the pan \d+ using the
45	put a pencil in shelf.	easy	Subgoal 1: ^(?=.* you see)(?=.*a pencil \d+) Subgoal 2: You pick up the pencil \d+
46	put some soapbottle on toilet.	easy	Subgoal 1: ^(?=.* you see)(?=.*a soapbottle \d+) Subgoal 2: You pick up the soapbottle \d+
47	put two peppershaker in drawer.	hard	Subgoal 1: ^(?=.* you see)(?=.*a peppershaker \d+) Subgoal 2: You pick up the peppershaker \d+ Subgoal 3: You put the peppershaker \d+ in/on the drawer \d+
48	clean some plate and put it in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a plate \d+) Subgoal 2: You pick up the plate \d+ Subgoal 3: You clean the plate \d+
49	heat some egg and put it in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a egg \d+) Subgoal 2: You pick up the egg \d+ Subgoal 3: You heat the egg \d+ using the
50	cool some potato and put it in microwave.	hard	Subgoal 1: ^(?=.* you see)(?=.*a potato \d+) Subgoal 2: You pick up the potato \d+ Subgoal 3: You cool the potato \d+ using the
51	put a mug in desk.	easy	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+
52	put a hot potato in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a potato \d+) Subgoal 2: You pick up the potato \d+ Subgoal 3: You heat the potato \d+ using the
53	find two soapbar and put them in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a soapbar \d+) Subgoal 2: You pick up the soapbar \d+ Subgoal 3: You put the soapbar \d+ in/on the cabinet \d+
54	heat some apple and put it in fridge.	hard	Subgoal 1: ^(?=.* you see)(?=.*a apple \d+) Subgoal 2: You pick up the apple \d+ Subgoal 3: You heat the apple \d+ using the
55	put two pillow in sofa.	hard	Subgoal 1: ^(?=.* you see)(?=.*a pillow \d+) Subgoal 2: You pick up the pillow \d+ Subgoal 3: You put the pillow \d+ in/on the sofa \d+
56	put a clean mug in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You clean the mug \d+
57	put a peppershaker in drawer.	easy	Subgoal 1: ^(?=.* you see)(?=.*a peppershaker \d+) Subgoal 2: You pick up the peppershaker \d+
58	put some watch on safe.	easy	Subgoal 1: ^(?=.* you see)(?=.*a watch \d+) Subgoal 2: You pick up the watch \d+
59	heat some tomato and put it in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a tomato \d+) Subgoal 2: You pick up the tomato \d+ Subgoal 3: You heat the tomato \d+ using the
60	examine the book with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a book \d+) Subgoal 2: You pick up the book \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
61	cool some potato and put it in microwave.	hard	Subgoal 1: ^(?=.* you see)(?=.*a potato \d+) Subgoal 2: You pick up the potato \d+ Subgoal 3: You cool the potato \d+ using the
62	examine the cd with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a cd \d+) Subgoal 2: You pick up the cd \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
63	heat some mug and put it in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You heat the mug \d+ using the
64	look at pencil under the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a pencil \d+) Subgoal 2: You pick up the pencil \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
65	clean some soapbar and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a soapbar \d+) Subgoal 2: You pick up the soapbar \d+ Subgoal 3: You clean the soapbar \d+
66	heat some apple and put it in fridge.	hard	Subgoal 1: ^(?=.* you see)(?=.*a apple \d+) Subgoal 2: You pick up the apple \d+ Subgoal 3: You heat the apple \d+ using the
67	examine the book with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a book \d+) Subgoal 2: You pick up the book \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
68	heat some mug and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You heat the mug \d+ using the
69	look at bowl under the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a bowl \d+) Subgoal 2: You pick up the bowl \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
70	find two pillow and put them in sofa.	hard	Subgoal 1: ^(?=.* you see)(?=.*a pillow \d+) Subgoal 2: You pick up the pillow \d+ Subgoal 3: You put the pillow \d+ in/on the sofa \d+
71	heat some mug and put it in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You heat the mug \d+ using the
72	put a cool tomato in microwave.	hard	Subgoal 1: ^(?=.* you see)(?=.*a tomato \d+) Subgoal 2: You pick up the tomato \d+ Subgoal 3: You cool the tomato \d+ using the
73	put a mug in desk.	easy	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+
74	clean some egg and put it in microwave.	hard	Subgoal 1: ^(?=.* you see)(?=.*a egg \d+) Subgoal 2: You pick up the egg \d+ Subgoal 3: You clean the egg \d+
75	put a hot tomato in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a tomato \d+) Subgoal 2: You pick up the tomato \d+ Subgoal 3: You heat the tomato \d+ using the
76	clean some bowl and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a bowl \d+) Subgoal 2: You pick up the bowl \d+ Subgoal 3: You clean the bowl \d+
77	put a cool mug in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You cool the mug \d+ using the
78	put a clean spatula in drawer.	hard	Subgoal 1: ^(?=.* you see)(?=.*a spatula \d+) Subgoal 2: You pick up the spatula \d+ Subgoal 3: You clean the spatula \d+
79	put a clean mug in coffeemachine.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You clean the mug \d+
80	clean some spatula and put it in drawer.	hard	Subgoal 1: ^(?=.* you see)(?=.*a spatula \d+) Subgoal 2: You pick up the spatula \d+ Subgoal 3: You clean the spatula \d+
81	put some watch on safe.	easy	Subgoal 1: ^(?=.* you see)(?=.*a watch \d+) Subgoal 2: You pick up the watch \d+
82	examine the pencil with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a pencil \d+) Subgoal 2: You pick up the pencil \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
83	clean some cloth and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a cloth \d+) Subgoal 2: You pick up the cloth \d+ Subgoal 3: You clean the cloth \d+
84	put a saltshaker in drawer.	easy	Subgoal 1: ^(?=.* you see)(?=.*a saltshaker \d+) Subgoal 2: You pick up the saltshaker \d+
85	put two cd in safe.	hard	Subgoal 1: ^(?=.* you see)(?=.*a cd \d+) Subgoal 2: You pick up the cd \d+ Subgoal 3: You put the cd \d+ in/on the safe \d+
86	heat some apple and put it in garbagecan.	hard	Subgoal 1: ^(?=.* you see)(?=.*a apple \d+) Subgoal 2: You pick up the apple \d+ Subgoal 3: You heat the apple \d+ using the
87	examine the mug with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
88	cool some pan and put it in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a pan \d+) Subgoal 2: You pick up the pan \d+ Subgoal 3: You cool the pan \d+ using the
89	put a hot apple in fridge.	hard	Subgoal 1: ^(?=.* you see)(?=.*a apple \d+) Subgoal 2: You pick up the apple \d+ Subgoal 3: You heat the apple \d+ using the
90	put some saltshaker on cabinet.	easy	Subgoal 1: ^(?=.* you see)(?=.*a saltshaker \d+) Subgoal 2: You pick up the saltshaker \d+
91	clean some cloth and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a cloth \d+) Subgoal 2: You pick up the cloth \d+ Subgoal 3: You clean the cloth \d+
92	put a clean pan in countertop.	hard	Subgoal 1: ^(?=.* you see)(?=.*a pan \d+) Subgoal 2: You pick up the pan \d+ Subgoal 3: You clean the pan \d+
93	clean some spatula and put it in drawer.	hard	Subgoal 1: ^(?=.* you see)(?=.*a spatula \d+) Subgoal 2: You pick up the spatula \d+ Subgoal 3: You clean the spatula \d+
94	examine the mug with the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
95	cool some mug and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You cool the mug \d+ using the
96	put a hot mug in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: You heat the mug \d+ using the
97	clean some soapbar and put it in cabinet.	hard	Subgoal 1: ^(?=.* you see)(?=.*a soapbar \d+) Subgoal 2: You pick up the soapbar \d+ Subgoal 3: You clean the soapbar \d+
98	look at mug under the desklamp.	hard	Subgoal 1: ^(?=.* you see)(?=.a mug \d+) Subgoal 2: You pick up the mug \d+ Subgoal 3: ^(?=. you see)(?=.*a desklamp)
99	put some mug on desk.	easy	Subgoal 1: ^(?=.* you see)(?=.*a mug \d+) Subgoal 2: You pick up the mug \d+

End of preview. Expand in Dataset Viewer.

AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents

This is the official dataset repository of AgentBoard.

1. Data Overview

AgentBoard is composed of 9 diverse tasks which can be divided into 4 types, including Embodied AI, Game, Web, and Tool:

Embodied AI	Game	Web	Tool
AlfWorld ScienceWorld BabyAI	Jericho PDDL	WebShop WebArena	Tool-Query Tool-Operation

And statistics of the evaluation data of 9 environments are as follows:

	AlfWorld	ScienceWorld	BabyAI	Jericho	PDDL	WebShop	WebArena	Tool-Query	Tool-Operation
#Environment	134	90	112	20	60	251	245	60	40
#Turn	6	15	10	20	20	3	25	5	6
#Action Space	13	21	8	150	8	2	12	15	16
#Context Length	900	2800	1800	1500	2700	1200	15000	2100	4300
Progress Rate	subgoal	subgoal	subgoal	subgoal	match	match	match	subgoal	subgoal/match
#Avg. Subgoals	3	5	4	6	6	4	6	5	5
Hard/Easy Cutoff	3	3	3	4	6	1	4	4	4

To help researchers quickly understand evaluation data of each task, we provide Dataset Viewer at Huggingface Dataset: 🤗 AgentBoard.

Note: Please download the dataset from the link provided below for the reason that the data in Dataset Viewer is not complete.

2. Download Link

You can download the whole evaluation data by running the following command:

wget https://huggingface.co/datasets/hkust-nlp/agentboard/resolve/main/data.tar.gz

Please uncommpress the file and move the data to AgentBoard/data.

cd AgentBoard
mkdir data
tar -zxvf data.tar.gz

The file structure of evaluation data is as follows:

Click to expand the file structure

data
├── alfworld
│   ├── alfred.pddl # additional data for alfworld
│   ├── alfred.twl2 # additional data for alfworld
│   ├── json_2.1.1  # additional data for alfworld
│   └── test.jsonl
├── babyai
│   └── test.jsonl
├── jericho
│   ├── test.jsonl
│   └── z-machine-games-master  # additional data for jericho
├── pddl
│   └── test.jsonl
├── scienceworld
│   └── test.jsonl
├── tool-operation
│   └── test.jsonl
├── tool-query
│   ├── academia  # additional data for academia tool
│   └── test.jsonl
├── webarena
│   └── test.jsonl
└── webshop
    └── test.jsonl

3. Data Fields

We take an instance from the ScienceWorld task as an example to illustrate the data fields of evaluation data.

{
  "task": "scienceworld",
  "id": 0,
  "goal": "Your task is to find the animal with the longest life span.  The animals are in the 'outside' location.  Focus on the animal with the longest life span.",
  "subgoals": ["You move to the outside.", "You focus on the crocodile egg."],
  "difficulty": "easy",
  "additional_info": {"var": 5, "env_name": "lifespan-longest-lived"}
}

Details of the data fields are as follows:

Field Name	Description
`task`	The task name of the example, e.g. `alfworld`, `babyai`, `jericho`, `pddl`, `scienceworld`, `tool-operation`, `tool-query`, `webarena`, `webshop`.
`id`	The id of the example.
`goal`	The goal of the example.
`subgoals`	The subgoals of the example.
`difficulty`	The difficulty of the example, e.g. `easy`, `hard`.
`additional_info`	The additional information of the example, each example has its own additional information.

4. Citation

@misc{ma2024agentboard,
      title={AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents}, 
      author={Chang Ma and Junlei Zhang and Zhihao Zhu and Cheng Yang and Yujiu Yang and Yaohui Jin and Zhenzhong Lan and Lingpeng Kong and Junxian He},
      year={2024},
      eprint={2401.13178},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

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