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Agents
Test des LLM en tant qu'agents autonomes qui planifient, utilisent des outils, interagissent avec des environnements et accomplissent des tâches multétapes dans des mondes simulés.
Classement
100 modèles au total
Benchmarks
ALFWorld
WebShop
WebArena
ScienceWorld
OSWorld
blocksworld
WebVoyager
GAIA
Game of 24
AndroidWorld
TravelPlanner
Android World
WebWalkerQA
SWE-bench Lite
AppWorld
HotPotQA
Jiminy Cricket
MBPP
SWE-Bench Verified
NoisyToolBench
CraigslistBargain
NLP4LP
OptiBench
OptMATH
AGORABENCH
BabyAI
CIMA
CSR-Bench
MATH
StableToolBench
WebArena-Lite
GSM8K
MiniWoB++
AndroidControl
BFCL-v3
BrowseComp
CompileAgentBench
ESConv
Mind2Web
BrowseComp-zh
EB-ALFRED
floortile
MAS-Bench
Mind2Web-Live
Spread
TextCraft
Trip Planning
VisEscape
VISUALWEBARENA
ACRE
Bargaining
BFCL V3
ferry
List Functions
Logistics
Maze
miconic
NaturalGAIA
satellite
SciWorld
spanner
transport
WorkArena
AitW
API-Bank
Bamboogle
BoxLift
BoxNet
DA-Bench
DailyLifeAPIs
Date
Game 24
HuggingFace
HumanEval
Jericho
LiveVQA
MATH_alg
MMSearch
Path Plan
SimpleVQA
sokoban
TabMWP
Verified-50
VirtualHome
WindowsAgentArena
ALFRED
CyBench
DroidTask
DX
FloDial
MedDG
MultiAgentBench
OpenRCA
OSWorld-Verified
AIOpsLab
Benchmark
Date Understanding
FAIL-TALMS
GroundedVQA
GSM-Hard
Letters
Logical Deduction
MATH-Count&Probability
MATH-Geometry
MathDial
MatplotBench
Minecraft
Navigate
Number Multiplying
NYU CTF
PDDL
PDDLGym
RLbench
ScienceAgentBench
SOTOPIA
ToolQA
Web of Lies
AndroidControl-Real
AndroidLab
AutoTools-Eval
CC-Gen
ComplexLP
ComplexOR
CrossTask
IndOR
MediLongChat
Meeting Planning
MiniWob
MS-TOD
Negotiation
NL4Opt
QQ Music
RestBench-TMDB
Robotouille (Sync)
rovers
SPA-Bench
ToolBench
ToolQuery
XBench-DeepSearch
Agent-Dojo
ANDROIDCONTROL-LOW
BBH
Bench2Drive
BigCodeBench-Chat
BIOTOOL
BlackJack
Coding (Graph)
Coding (Tree)
EarthBench
GAIA-text
GUI-Act-Web
GUI-Odyssey
HTB
Intercode Bash
InterCode-CTF
InterCode-SQL
Language Table Benchmark
Match-2 Elimination
MATH-Chat
Maze Navigation
MCP-Universe
Mind2Web cross-task
Mind2Web cross-website
MMOral-OPG
Mobile-Eval-E
Mobile-Eval-RAG
NESTFUL
NumberLine
ProactiveMobile
RandomWorld test set
Research
RestBench
Simpler Env Benchmark
tau-Bench
TMDB
Tool-Query
ToolEmu
unknown
VoTa-Bench
WebAggregatorQA
WebVoyager test set
Werewolf
Werewolf game
WideSearch
Wordcraft
WorkBench
XBench
xbench-DeepResearch
2WMHQA
ALF
ALF-OOD
AM
APIBench
Baby
Baby-OOD
BD
BFCL v4 Multi-Turn
Classifieds
Combined Data
Custom benchmark
DSBench
DynAfford
dynamic evaluation benchmark
Dynamic ScienceWorld
EB-Habitat
Game of X
GitTaskBench
Grassland
Guess My City
LeetCodeHardGym
Minecraft Interaction Benchmark
ML-Bench
MultiWOZ 2.4
MV
Mystery Blocksworld
MZ
N-Puzzle
NQ
Online-Mind2Web
Points24
Popular Applications
Pseudo-Symbolic Logic Maze
Real-World
RelyToolBench
Sci
Semantle
ST
SuperAPP Benchmark
Synth
TC
TL
ToolAlpaca
ToolQuery-Unified
TriviaQA
Twenty Questions
Tyreworld
VoTa-Bench (Seen)
WD
Word Ladder
WS
WT
Zork1
AC-Real
AgentBench
AI2-THOR
AIME 24
AIME 25
AITW-Gen
Android-in-the-Wild
Android-World
AnnoMI
ASDiv
Bank
Barman
BAY
BFCL
BIRD
Box Push
Broadcast Channel
BrowseComp+
CheckManual
Chess Combat
COIN
COL
Compass
CRAD
Database (DB)
DebtBench
Dec-Tiger
DeepSearch
DESRD
Detective
DevAI
Diamond Pickaxe
DS-1000
ExtendaBench
ExTES
FEVER
FRAMES
FVQA-test
Golden Shovel
Gorilla APIBench
GPQA
GPT4Tools
GSM 8K
GSM-H
GUI Odyssey
HLE
Householding (HH)
HR-MMSearch
HumanEvalFix
Humanity's Last Exam
InfoSeek
InterCode
Jiang and Riloff (2021) object corpus
KG-Harmony-Bench
Kincade / Marshall
Kincade Fire
Lateral thinking puzzles (LTP)
M3ToolEval
Market
Mars Rover
Marshall / Kincade
Marshall Fire
MAT-Search
MATH 500
MCP-Mark
MedMCP-Calc
Meet 27
Meet 2x2
Meet 3x3
Mind2Web-Online
MME RealWorld
MobileMiniWob
MobileReach
Multimodal Mind2Web
MultiWOZ 2.2
Navigation
NL Schedule
NY
OctoGibson
OctoGTA
OctoMC
OmniAct
OmniAct-Desktop
OmniAct-Web
OmniBench
Online evaluation
Open-World Minecraft Benchmark
OpenAct
Operating System (OS)
OS-Genesis
Overcooked
P4G
PersuasionForGood
ProofWriter
Rail
Red Dead Redemption 2
Repeated Matrix Game
Retail-3I
RISK-Bench
RuleTaker
SealQA
ShoppingBench
SIREN
Sketchtopia
Spider2-V
SSAD
SSD
SVAMP
SWE-bench
SWE-bench-Verified
Tau2-bench
Telecom
Torch
Undercover
Unseen Websites
WebVLN
Wireless
xbench-DS
τ-Bench
τ²-bench
20Q
2D-FetchQ
2WikihopQA
2WikiMultihopQA
3DMEM-BENCH
Advent
Adversary
AgentDriver
AIME24
AIME25
AITZ
ALFWorld-Afford
Alice&Bob
arithmetic_base
Auto-UI
AutoDW
AvalonBench
AwA2
BabyAI Synth
Balances
BEHAVIORHUB
BioCoder
BioProBench
Black Myth: Wukong
BLOCKSW
CAGUI
CARLA town03
CARLA town04
Chair
Chat
ChEMBL-1000
Chemical
Chess
Combined
Combined / Combined
ComfyBench
Counter
Crafter
CraigslistBargains
DA-Code
DB
DDXPlus
Deephome
dhrd-se
dhrd-sg
dhrd-tpe
Dirt
DOOM
EmbodiedEval
Enchanter
Env-Base
Env-Image
Env-Name
Env-Noise
Env-Position
EZPoints
ff_27
FlashAdventure
FrozenLake
GRF
GridWorld
Gripper
GRIPPERS
GroundUI-1K
GSM-8K
GTA
Gym Cards
GymCards
Habitat-MAS
Human Evaluation
Humanity's Last Exam (HLE)
In-house OOD benchmark
InquireBench
iTHOR
JARVIS-1 benchmark
JMultiWOZ
LaTeX Beamer Writing
LBF
LEGENT
Library
Logs
Ludicorp
M3Tool
MaDS-Benchmark
Magnetic
Map2Seq
MCP
MDDial
MemGUI-Bench
Microsoft Word tasks
MindPower Benchmark
MineDojo
Mineflayer
MineRL
MINT
MIRAGE-World
MMLU
Mobile-R1 benchmark
Mobile3M
Movie
MTU-Bench (OOD)
MTU-Eval
NetHack Learning Environment (NLE)
NIV
nuPlan
Online Study
OpenHA benchmark suite
OS
OS Interaction
Pentari
Popup-box
PP
PrimitiveSkill
QQ Music (desktop)
Real robot tasks
RealTravel
Reddit-Movie
RegAgent
Rest.
retro*-190
River Cross
Robotic manipulation
Robotouille
RoCo-benchmark
ScreenDrag
ScreenSpot
ScreenSpot-Pro
ScreenSpot-v2
SEC-bench
Seeds
ShopSimulator
SMACv2
Stardew Valley
Stone
STORAGE
succ_zero_eq
Sudoku
SWE-Bench-Lite
synth-L
synth-L-cost
synth-S
synth-S-cost
synth-XL
T-Eval
Table
Tabletop-Afford
Tag
Taxi
TDW-Cook
TDW-Game
Tech tree mastery
Temple
TERMES
Tool Usage Benchmark
ToolTalk
TopDial
Tower of Hanoi
TPS-Bench-Hard
Travel
Travel Planner
VirtualHome-Env
Web Browsing
WebArena Easy
WebArena–Shopping
WebShop-1000
Weibo
Weibo (web)
Wikipedia Agent
WindowsBench
Wordle
Ztuu