Datasets:
Commit ·
f79fb2f
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Parent(s):
Duplicate from jiawei-ucas/OmniBehavior
Browse filesCo-authored-by: Jiawei Chen <jiawei-ucas@users.noreply.huggingface.co>
This view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +210 -0
- LICENSE +437 -0
- README.md +204 -0
- assets/OmniBehavior.jpg +3 -0
- assets/multi_scenario.jpg +3 -0
- raw_user_data/en/user_001.json +2564 -0
- raw_user_data/en/user_002.json +3 -0
- raw_user_data/en/user_003.json +0 -0
- raw_user_data/en/user_004.json +0 -0
- raw_user_data/en/user_005.json +0 -0
- raw_user_data/en/user_006.json +0 -0
- raw_user_data/en/user_007.json +3 -0
- raw_user_data/en/user_008.json +0 -0
- raw_user_data/en/user_009.json +3 -0
- raw_user_data/en/user_010.json +0 -0
- raw_user_data/en/user_011.json +0 -0
- raw_user_data/en/user_012.json +3 -0
- raw_user_data/en/user_013.json +0 -0
- raw_user_data/en/user_014.json +0 -0
- raw_user_data/en/user_015.json +3 -0
- raw_user_data/en/user_016.json +0 -0
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- raw_user_data/en/user_021.json +3 -0
- raw_user_data/en/user_022.json +0 -0
- raw_user_data/en/user_023.json +0 -0
- raw_user_data/en/user_024.json +0 -0
- raw_user_data/en/user_025.json +0 -0
- raw_user_data/en/user_026.json +3 -0
- raw_user_data/en/user_027.json +0 -0
- raw_user_data/en/user_028.json +0 -0
- raw_user_data/en/user_029.json +3 -0
- raw_user_data/en/user_030.json +3 -0
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- raw_user_data/en/user_042.json +3 -0
- raw_user_data/en/user_043.json +3 -0
- raw_user_data/en/user_044.json +0 -0
- raw_user_data/en/user_045.json +0 -0
.gitattributes
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|
| 1 |
+
Attribution-NonCommercial-ShareAlike 4.0 International
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| 77 |
+
permission under the Copyright and Similar Rights held by the
|
| 78 |
+
Licensor. For purposes of this Public License, where the Licensed
|
| 79 |
+
Material is a musical work, performance, or sound recording,
|
| 80 |
+
Adapted Material is always produced where the Licensed Material is
|
| 81 |
+
synched in timed relation with a moving image.
|
| 82 |
+
|
| 83 |
+
b. Adapter's License means the license You apply to Your Copyright
|
| 84 |
+
and Similar Rights in Your contributions to Adapted Material in
|
| 85 |
+
accordance with the terms and conditions of this Public License.
|
| 86 |
+
|
| 87 |
+
c. BY-NC-SA Compatible License means a license listed at
|
| 88 |
+
creativecommons.org/compatiblelicenses, approved by Creative
|
| 89 |
+
Commons as essentially the equivalent of this Public License.
|
| 90 |
+
|
| 91 |
+
d. Copyright and Similar Rights means copyright and/or similar rights
|
| 92 |
+
closely related to copyright including, without limitation,
|
| 93 |
+
performance, broadcast, sound recording, and Sui Generis Database
|
| 94 |
+
Rights, without regard to how the rights are labeled or
|
| 95 |
+
categorized. For purposes of this Public License, the rights
|
| 96 |
+
specified in Section 2(b)(1)-(2) are not Copyright and Similar
|
| 97 |
+
Rights.
|
| 98 |
+
|
| 99 |
+
e. Effective Technological Measures means those measures that, in the
|
| 100 |
+
absence of proper authority, may not be circumvented under laws
|
| 101 |
+
fulfilling obligations under Article 11 of the WIPO Copyright
|
| 102 |
+
Treaty adopted on December 20, 1996, and/or similar international
|
| 103 |
+
agreements.
|
| 104 |
+
|
| 105 |
+
f. Exceptions and Limitations means fair use, fair dealing, and/or
|
| 106 |
+
any other exception or limitation to Copyright and Similar Rights
|
| 107 |
+
that applies to Your use of the Licensed Material.
|
| 108 |
+
|
| 109 |
+
g. License Elements means the license attributes listed in the name
|
| 110 |
+
of a Creative Commons Public License. The License Elements of this
|
| 111 |
+
Public License are Attribution, NonCommercial, and ShareAlike.
|
| 112 |
+
|
| 113 |
+
h. Licensed Material means the artistic or literary work, database,
|
| 114 |
+
or other material to which the Licensor applied this Public
|
| 115 |
+
License.
|
| 116 |
+
|
| 117 |
+
i. Licensed Rights means the rights granted to You subject to the
|
| 118 |
+
terms and conditions of this Public License, which are limited to
|
| 119 |
+
all Copyright and Similar Rights that apply to Your use of the
|
| 120 |
+
Licensed Material and that the Licensor has authority to license.
|
| 121 |
+
|
| 122 |
+
j. Licensor means the individual(s) or entity(ies) granting rights
|
| 123 |
+
under this Public License.
|
| 124 |
+
|
| 125 |
+
k. NonCommercial means not primarily intended for or directed towards
|
| 126 |
+
commercial advantage or monetary compensation. For purposes of
|
| 127 |
+
this Public License, the exchange of the Licensed Material for
|
| 128 |
+
other material subject to Copyright and Similar Rights by digital
|
| 129 |
+
file-sharing or similar means is NonCommercial provided there is
|
| 130 |
+
no payment of monetary compensation in connection with the
|
| 131 |
+
exchange.
|
| 132 |
+
|
| 133 |
+
l. Share means to provide material to the public by any means or
|
| 134 |
+
process that requires permission under the Licensed Rights, such
|
| 135 |
+
as reproduction, public display, public performance, distribution,
|
| 136 |
+
dissemination, communication, or importation, and to make material
|
| 137 |
+
available to the public including in ways that members of the
|
| 138 |
+
public may access the material from a place and at a time
|
| 139 |
+
individually chosen by them.
|
| 140 |
+
|
| 141 |
+
m. Sui Generis Database Rights means rights other than copyright
|
| 142 |
+
resulting from Directive 96/9/EC of the European Parliament and of
|
| 143 |
+
the Council of 11 March 1996 on the legal protection of databases,
|
| 144 |
+
as amended and/or succeeded, as well as other essentially
|
| 145 |
+
equivalent rights anywhere in the world.
|
| 146 |
+
|
| 147 |
+
n. You means the individual or entity exercising the Licensed Rights
|
| 148 |
+
under this Public License. Your has a corresponding meaning.
|
| 149 |
+
|
| 150 |
+
|
| 151 |
+
Section 2 -- Scope.
|
| 152 |
+
|
| 153 |
+
a. License grant.
|
| 154 |
+
|
| 155 |
+
1. Subject to the terms and conditions of this Public License,
|
| 156 |
+
the Licensor hereby grants You a worldwide, royalty-free,
|
| 157 |
+
non-sublicensable, non-exclusive, irrevocable license to
|
| 158 |
+
exercise the Licensed Rights in the Licensed Material to:
|
| 159 |
+
|
| 160 |
+
a. reproduce and Share the Licensed Material, in whole or
|
| 161 |
+
in part, for NonCommercial purposes only; and
|
| 162 |
+
|
| 163 |
+
b. produce, reproduce, and Share Adapted Material for
|
| 164 |
+
NonCommercial purposes only.
|
| 165 |
+
|
| 166 |
+
2. Exceptions and Limitations. For the avoidance of doubt, where
|
| 167 |
+
Exceptions and Limitations apply to Your use, this Public
|
| 168 |
+
License does not apply, and You do not need to comply with
|
| 169 |
+
its terms and conditions.
|
| 170 |
+
|
| 171 |
+
3. Term. The term of this Public License is specified in Section
|
| 172 |
+
6(a).
|
| 173 |
+
|
| 174 |
+
4. Media and formats; technical modifications allowed. The
|
| 175 |
+
Licensor authorizes You to exercise the Licensed Rights in
|
| 176 |
+
all media and formats whether now known or hereafter created,
|
| 177 |
+
and to make technical modifications necessary to do so. The
|
| 178 |
+
Licensor waives and/or agrees not to assert any right or
|
| 179 |
+
authority to forbid You from making technical modifications
|
| 180 |
+
necessary to exercise the Licensed Rights, including
|
| 181 |
+
technical modifications necessary to circumvent Effective
|
| 182 |
+
Technological Measures. For purposes of this Public License,
|
| 183 |
+
simply making modifications authorized by this Section 2(a)
|
| 184 |
+
(4) never produces Adapted Material.
|
| 185 |
+
|
| 186 |
+
5. Downstream recipients.
|
| 187 |
+
|
| 188 |
+
a. Offer from the Licensor -- Licensed Material. Every
|
| 189 |
+
recipient of the Licensed Material automatically
|
| 190 |
+
receives an offer from the Licensor to exercise the
|
| 191 |
+
Licensed Rights under the terms and conditions of this
|
| 192 |
+
Public License.
|
| 193 |
+
|
| 194 |
+
b. Additional offer from the Licensor -- Adapted Material.
|
| 195 |
+
Every recipient of Adapted Material from You
|
| 196 |
+
automatically receives an offer from the Licensor to
|
| 197 |
+
exercise the Licensed Rights in the Adapted Material
|
| 198 |
+
under the conditions of the Adapter's License You apply.
|
| 199 |
+
|
| 200 |
+
c. No downstream restrictions. You may not offer or impose
|
| 201 |
+
any additional or different terms or conditions on, or
|
| 202 |
+
apply any Effective Technological Measures to, the
|
| 203 |
+
Licensed Material if doing so restricts exercise of the
|
| 204 |
+
Licensed Rights by any recipient of the Licensed
|
| 205 |
+
Material.
|
| 206 |
+
|
| 207 |
+
6. No endorsement. Nothing in this Public License constitutes or
|
| 208 |
+
may be construed as permission to assert or imply that You
|
| 209 |
+
are, or that Your use of the Licensed Material is, connected
|
| 210 |
+
with, or sponsored, endorsed, or granted official status by,
|
| 211 |
+
the Licensor or others designated to receive attribution as
|
| 212 |
+
provided in Section 3(a)(1)(A)(i).
|
| 213 |
+
|
| 214 |
+
b. Other rights.
|
| 215 |
+
|
| 216 |
+
1. Moral rights, such as the right of integrity, are not
|
| 217 |
+
licensed under this Public License, nor are publicity,
|
| 218 |
+
privacy, and/or other similar personality rights; however, to
|
| 219 |
+
the extent possible, the Licensor waives and/or agrees not to
|
| 220 |
+
assert any such rights held by the Licensor to the limited
|
| 221 |
+
extent necessary to allow You to exercise the Licensed
|
| 222 |
+
Rights, but not otherwise.
|
| 223 |
+
|
| 224 |
+
2. Patent and trademark rights are not licensed under this
|
| 225 |
+
Public License.
|
| 226 |
+
|
| 227 |
+
3. To the extent possible, the Licensor waives any right to
|
| 228 |
+
collect royalties from You for the exercise of the Licensed
|
| 229 |
+
Rights, whether directly or through a collecting society
|
| 230 |
+
under any voluntary or waivable statutory or compulsory
|
| 231 |
+
licensing scheme. In all other cases the Licensor expressly
|
| 232 |
+
reserves any right to collect such royalties, including when
|
| 233 |
+
the Licensed Material is used other than for NonCommercial
|
| 234 |
+
purposes.
|
| 235 |
+
|
| 236 |
+
|
| 237 |
+
Section 3 -- License Conditions.
|
| 238 |
+
|
| 239 |
+
Your exercise of the Licensed Rights is expressly made subject to the
|
| 240 |
+
following conditions.
|
| 241 |
+
|
| 242 |
+
a. Attribution.
|
| 243 |
+
|
| 244 |
+
1. If You Share the Licensed Material (including in modified
|
| 245 |
+
form), You must:
|
| 246 |
+
|
| 247 |
+
a. retain the following if it is supplied by the Licensor
|
| 248 |
+
with the Licensed Material:
|
| 249 |
+
|
| 250 |
+
i. identification of the creator(s) of the Licensed
|
| 251 |
+
Material and any others designated to receive
|
| 252 |
+
attribution, in any reasonable manner requested by
|
| 253 |
+
the Licensor (including by pseudonym if
|
| 254 |
+
designated);
|
| 255 |
+
|
| 256 |
+
ii. a copyright notice;
|
| 257 |
+
|
| 258 |
+
iii. a notice that refers to this Public License;
|
| 259 |
+
|
| 260 |
+
iv. a notice that refers to the disclaimer of
|
| 261 |
+
warranties;
|
| 262 |
+
|
| 263 |
+
v. a URI or hyperlink to the Licensed Material to the
|
| 264 |
+
extent reasonably practicable;
|
| 265 |
+
|
| 266 |
+
b. indicate if You modified the Licensed Material and
|
| 267 |
+
retain an indication of any previous modifications; and
|
| 268 |
+
|
| 269 |
+
c. indicate the Licensed Material is licensed under this
|
| 270 |
+
Public License, and include the text of, or the URI or
|
| 271 |
+
hyperlink to, this Public License.
|
| 272 |
+
|
| 273 |
+
2. You may satisfy the conditions in Section 3(a)(1) in any
|
| 274 |
+
reasonable manner based on the medium, means, and context in
|
| 275 |
+
which You Share the Licensed Material. For example, it may be
|
| 276 |
+
reasonable to satisfy the conditions by providing a URI or
|
| 277 |
+
hyperlink to a resource that includes the required
|
| 278 |
+
information.
|
| 279 |
+
3. If requested by the Licensor, You must remove any of the
|
| 280 |
+
information required by Section 3(a)(1)(A) to the extent
|
| 281 |
+
reasonably practicable.
|
| 282 |
+
|
| 283 |
+
b. ShareAlike.
|
| 284 |
+
|
| 285 |
+
In addition to the conditions in Section 3(a), if You Share
|
| 286 |
+
Adapted Material You produce, the following conditions also apply.
|
| 287 |
+
|
| 288 |
+
1. The Adapter's License You apply must be a Creative Commons
|
| 289 |
+
license with the same License Elements, this version or
|
| 290 |
+
later, or a BY-NC-SA Compatible License.
|
| 291 |
+
|
| 292 |
+
2. You must include the text of, or the URI or hyperlink to, the
|
| 293 |
+
Adapter's License You apply. You may satisfy this condition
|
| 294 |
+
in any reasonable manner based on the medium, means, and
|
| 295 |
+
context in which You Share Adapted Material.
|
| 296 |
+
|
| 297 |
+
3. You may not offer or impose any additional or different terms
|
| 298 |
+
or conditions on, or apply any Effective Technological
|
| 299 |
+
Measures to, Adapted Material that restrict exercise of the
|
| 300 |
+
rights granted under the Adapter's License You apply.
|
| 301 |
+
|
| 302 |
+
|
| 303 |
+
Section 4 -- Sui Generis Database Rights.
|
| 304 |
+
|
| 305 |
+
Where the Licensed Rights include Sui Generis Database Rights that
|
| 306 |
+
apply to Your use of the Licensed Material:
|
| 307 |
+
|
| 308 |
+
a. for the avoidance of doubt, Section 2(a)(1) grants You the right
|
| 309 |
+
to extract, reuse, reproduce, and Share all or a substantial
|
| 310 |
+
portion of the contents of the database for NonCommercial purposes
|
| 311 |
+
only;
|
| 312 |
+
|
| 313 |
+
b. if You include all or a substantial portion of the database
|
| 314 |
+
contents in a database in which You have Sui Generis Database
|
| 315 |
+
Rights, then the database in which You have Sui Generis Database
|
| 316 |
+
Rights (but not its individual contents) is Adapted Material,
|
| 317 |
+
including for purposes of Section 3(b); and
|
| 318 |
+
|
| 319 |
+
c. You must comply with the conditions in Section 3(a) if You Share
|
| 320 |
+
all or a substantial portion of the contents of the database.
|
| 321 |
+
|
| 322 |
+
For the avoidance of doubt, this Section 4 supplements and does not
|
| 323 |
+
replace Your obligations under this Public License where the Licensed
|
| 324 |
+
Rights include other Copyright and Similar Rights.
|
| 325 |
+
|
| 326 |
+
|
| 327 |
+
Section 5 -- Disclaimer of Warranties and Limitation of Liability.
|
| 328 |
+
|
| 329 |
+
a. UNLESS OTHERWISE SEPARATELY UNDERTAKEN BY THE LICENSOR, TO THE
|
| 330 |
+
EXTENT POSSIBLE, THE LICENSOR OFFERS THE LICENSED MATERIAL AS-IS
|
| 331 |
+
AND AS-AVAILABLE, AND MAKES NO REPRESENTATIONS OR WARRANTIES OF
|
| 332 |
+
ANY KIND CONCERNING THE LICENSED MATERIAL, WHETHER EXPRESS,
|
| 333 |
+
IMPLIED, STATUTORY, OR OTHER. THIS INCLUDES, WITHOUT LIMITATION,
|
| 334 |
+
WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A PARTICULAR
|
| 335 |
+
PURPOSE, NON-INFRINGEMENT, ABSENCE OF LATENT OR OTHER DEFECTS,
|
| 336 |
+
ACCURACY, OR THE PRESENCE OR ABSENCE OF ERRORS, WHETHER OR NOT
|
| 337 |
+
KNOWN OR DISCOVERABLE. WHERE DISCLAIMERS OF WARRANTIES ARE NOT
|
| 338 |
+
ALLOWED IN FULL OR IN PART, THIS DISCLAIMER MAY NOT APPLY TO YOU.
|
| 339 |
+
|
| 340 |
+
b. TO THE EXTENT POSSIBLE, IN NO EVENT WILL THE LICENSOR BE LIABLE
|
| 341 |
+
TO YOU ON ANY LEGAL THEORY (INCLUDING, WITHOUT LIMITATION,
|
| 342 |
+
NEGLIGENCE) OR OTHERWISE FOR ANY DIRECT, SPECIAL, INDIRECT,
|
| 343 |
+
INCIDENTAL, CONSEQUENTIAL, PUNITIVE, EXEMPLARY, OR OTHER LOSSES,
|
| 344 |
+
COSTS, EXPENSES, OR DAMAGES ARISING OUT OF THIS PUBLIC LICENSE OR
|
| 345 |
+
USE OF THE LICENSED MATERIAL, EVEN IF THE LICENSOR HAS BEEN
|
| 346 |
+
ADVISED OF THE POSSIBILITY OF SUCH LOSSES, COSTS, EXPENSES, OR
|
| 347 |
+
DAMAGES. WHERE A LIMITATION OF LIABILITY IS NOT ALLOWED IN FULL OR
|
| 348 |
+
IN PART, THIS LIMITATION MAY NOT APPLY TO YOU.
|
| 349 |
+
|
| 350 |
+
c. The disclaimer of warranties and limitation of liability provided
|
| 351 |
+
above shall be interpreted in a manner that, to the extent
|
| 352 |
+
possible, most closely approximates an absolute disclaimer and
|
| 353 |
+
waiver of all liability.
|
| 354 |
+
|
| 355 |
+
|
| 356 |
+
Section 6 -- Term and Termination.
|
| 357 |
+
|
| 358 |
+
a. This Public License applies for the term of the Copyright and
|
| 359 |
+
Similar Rights licensed here. However, if You fail to comply with
|
| 360 |
+
this Public License, then Your rights under this Public License
|
| 361 |
+
terminate automatically.
|
| 362 |
+
|
| 363 |
+
b. Where Your right to use the Licensed Material has terminated under
|
| 364 |
+
Section 6(a), it reinstates:
|
| 365 |
+
|
| 366 |
+
1. automatically as of the date the violation is cured, provided
|
| 367 |
+
it is cured within 30 days of Your discovery of the
|
| 368 |
+
violation; or
|
| 369 |
+
|
| 370 |
+
2. upon express reinstatement by the Licensor.
|
| 371 |
+
|
| 372 |
+
For the avoidance of doubt, this Section 6(b) does not affect any
|
| 373 |
+
right the Licensor may have to seek remedies for Your violations
|
| 374 |
+
of this Public License.
|
| 375 |
+
|
| 376 |
+
c. For the avoidance of doubt, the Licensor may also offer the
|
| 377 |
+
Licensed Material under separate terms or conditions or stop
|
| 378 |
+
distributing the Licensed Material at any time; however, doing so
|
| 379 |
+
will not terminate this Public License.
|
| 380 |
+
|
| 381 |
+
d. Sections 1, 5, 6, 7, and 8 survive termination of this Public
|
| 382 |
+
License.
|
| 383 |
+
|
| 384 |
+
|
| 385 |
+
Section 7 -- Other Terms and Conditions.
|
| 386 |
+
|
| 387 |
+
a. The Licensor shall not be bound by any additional or different
|
| 388 |
+
terms or conditions communicated by You unless expressly agreed.
|
| 389 |
+
|
| 390 |
+
b. Any arrangements, understandings, or agreements regarding the
|
| 391 |
+
Licensed Material not stated herein are separate from and
|
| 392 |
+
independent of the terms and conditions of this Public License.
|
| 393 |
+
|
| 394 |
+
|
| 395 |
+
Section 8 -- Interpretation.
|
| 396 |
+
|
| 397 |
+
a. For the avoidance of doubt, this Public License does not, and
|
| 398 |
+
shall not be interpreted to, reduce, limit, restrict, or impose
|
| 399 |
+
conditions on any use of the Licensed Material that could lawfully
|
| 400 |
+
be made without permission under this Public License.
|
| 401 |
+
|
| 402 |
+
b. To the extent possible, if any provision of this Public License is
|
| 403 |
+
deemed unenforceable, it shall be automatically reformed to the
|
| 404 |
+
minimum extent necessary to make it enforceable. If the provision
|
| 405 |
+
cannot be reformed, it shall be severed from this Public License
|
| 406 |
+
without affecting the enforceability of the remaining terms and
|
| 407 |
+
conditions.
|
| 408 |
+
|
| 409 |
+
c. No term or condition of this Public License will be waived and no
|
| 410 |
+
failure to comply consented to unless expressly agreed to by the
|
| 411 |
+
Licensor.
|
| 412 |
+
|
| 413 |
+
d. Nothing in this Public License constitutes or may be interpreted
|
| 414 |
+
as a limitation upon, or waiver of, any privileges and immunities
|
| 415 |
+
that apply to the Licensor or You, including from the legal
|
| 416 |
+
processes of any jurisdiction or authority.
|
| 417 |
+
|
| 418 |
+
=======================================================================
|
| 419 |
+
|
| 420 |
+
Creative Commons is not a party to its public
|
| 421 |
+
licenses. Notwithstanding, Creative Commons may elect to apply one of
|
| 422 |
+
its public licenses to material it publishes and in those instances
|
| 423 |
+
will be considered the “Licensor.” The text of the Creative Commons
|
| 424 |
+
public licenses is dedicated to the public domain under the CC0 Public
|
| 425 |
+
Domain Dedication. Except for the limited purpose of indicating that
|
| 426 |
+
material is shared under a Creative Commons public license or as
|
| 427 |
+
otherwise permitted by the Creative Commons policies published at
|
| 428 |
+
creativecommons.org/policies, Creative Commons does not authorize the
|
| 429 |
+
use of the trademark "Creative Commons" or any other trademark or logo
|
| 430 |
+
of Creative Commons without its prior written consent including,
|
| 431 |
+
without limitation, in connection with any unauthorized modifications
|
| 432 |
+
to any of its public licenses or any other arrangements,
|
| 433 |
+
understandings, or agreements concerning use of licensed material. For
|
| 434 |
+
the avoidance of doubt, this paragraph does not form part of the
|
| 435 |
+
public licenses.
|
| 436 |
+
|
| 437 |
+
Creative Commons may be contacted at creativecommons.org.
|
README.md
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|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-nc-sa-4.0
|
| 3 |
+
task_categories:
|
| 4 |
+
- text-generation
|
| 5 |
+
language:
|
| 6 |
+
- en
|
| 7 |
+
- zh
|
| 8 |
+
tags:
|
| 9 |
+
- user_behavior
|
| 10 |
+
- evaluation
|
| 11 |
+
- benchmark
|
| 12 |
+
pretty_name: OmniBehavior
|
| 13 |
+
size_categories:
|
| 14 |
+
- 1M<n<10M
|
| 15 |
+
---
|
| 16 |
+
<a id="readme-top"></a>
|
| 17 |
+
|
| 18 |
+
<div align="center">
|
| 19 |
+
<h2 align="center">OmniBehavior: Towards Real-world Human Behavior Simulation</h2>
|
| 20 |
+
|
| 21 |
+
<p align="center">
|
| 22 |
+
Benchmarking LLMs on Long-horizon, Cross-scenario, Heterogeneous Behavior Traces
|
| 23 |
+
</p>
|
| 24 |
+
</div>
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
<p align="center">
|
| 28 |
+
🌐 <a href="https://omnibehavior.github.io/" target="_blank">Website</a> |
|
| 29 |
+
📃 <a href="https://arxiv.org/abs/2604.08362" target="_blank">Paper</a> |
|
| 30 |
+
💻 <a href="https://github.com/icip-cas/OmniBehavior">Code</a> |
|
| 31 |
+
🥳 <a href="#citation">Citation</a>
|
| 32 |
+
</p>
|
| 33 |
+
|
| 34 |
+
> 🚀 **The full OmniBehavior dataset is now publicly available on HuggingFace, including complete raw user behavior traces, evaluation code, and synchronized releases of both Chinese and English versions.**
|
| 35 |
+
>
|
| 36 |
+
> 📥 Download here: [OmniBehavior Dataset](https://huggingface.co/datasets/jiawei-ucas/OmniBehavior)
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
<p align="center">
|
| 40 |
+
<img src="assets/OmniBehavior.jpg" width="95%" />
|
| 41 |
+
</p>
|
| 42 |
+
|
| 43 |
+
## What's New
|
| 44 |
+
|
| 45 |
+
- **[2026.05.18]** We have **released the complete dataset and evaluation code**! Please check them out and feel free to use them in your research. ✨
|
| 46 |
+
- **[2026.04.10]** We have released the **OmniBehavior** paper! Please check it out for more details on our comprehensive user behavior analysis. 🔥🔥🔥
|
| 47 |
+
|
| 48 |
+
## Multiple Scenarios
|
| 49 |
+
|
| 50 |
+
**OmniBehavior** captures real user behaviors across several interactive scenarios in [Kuaishou](https://www.kuaishou.com/):
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
| Scene Type | Description |
|
| 54 |
+
| :------------------ | :---------------------------------------------------------------------------------------------------------------------------------------------- |
|
| 55 |
+
| **Live Streaming** | Interactions within live stream rooms (e.g., watching duration, comments, likes, gifts). |
|
| 56 |
+
| **Video Browsing** | Behaviors related to browsing and watching short videos. |
|
| 57 |
+
| **E-commerce** | Shopping-related activities, including browsing products, managing carts, purchasing, and interactions with customer service agents. |
|
| 58 |
+
| **Advertisement** | User interactions with recommended advertisements (views, clicks, conversions). |
|
| 59 |
+
| **Search Behavior** | All in-app search activities, including but not limited to video and marketplace queries. |
|
| 60 |
+
|
| 61 |
+
|
| 62 |
+
### Dataset Highlights
|
| 63 |
+
|
| 64 |
+
The released dataset contains user behavior traces from [Kuaishou](https://www.kuaishou.com/):
|
| 65 |
+
|
| 66 |
+
- **Long-term Observation**: The data spans **90 days** (from `2025-09-01` to `2025-11-30`), providing a substantial timeline to observe evolving user interests and habitual patterns.
|
| 67 |
+
- **Real Interaction**: The dataset contains lots of **real actions**, capturing a consistent and detailed trail of user interactions.
|
| 68 |
+
- **Comprehensive Scenario Coverage**: The schema supports capturing behavior across **mainstream short-video platform scenarios**.
|
| 69 |
+
|
| 70 |
+
### Case Study Value
|
| 71 |
+
|
| 72 |
+
The long-horizon traces make the dataset useful for several research directions:
|
| 73 |
+
1. **Long-term Interest Modeling**: The 3-month span allows for the specific tracking of interest shifts and stability over time.
|
| 74 |
+
2. **Cross-Domain Behavior Analysis**: By covering diverse scenarios, it enables research into how behaviors in one domain (e.g., watching a streamer) correlate with actions in another (e.g., purchasing products or clicking ads).
|
| 75 |
+
3. **User Behavior Simulation**: This detailed trajectory provides a ground truth for building user simulators, allowing to evaluate how well agents can simulate real, long-term human behavior patterns in complex environments.
|
| 76 |
+
|
| 77 |
+
|
| 78 |
+
<p align="center">
|
| 79 |
+
<img src="assets/multi_scenario.jpg" width="80%" />
|
| 80 |
+
</p>
|
| 81 |
+
|
| 82 |
+
## Data Structure
|
| 83 |
+
|
| 84 |
+
The data is organized by user ID. Each user entry contains a textual profile and a chronological history of actions.
|
| 85 |
+
|
| 86 |
+
|
| 87 |
+
```json
|
| 88 |
+
{
|
| 89 |
+
"user_ID": {
|
| 90 |
+
"user_profile": "Description of the user (e.g., demographics, education, etc.)...",
|
| 91 |
+
"action_history": [
|
| 92 |
+
{
|
| 93 |
+
"type": "Scenario Type",
|
| 94 |
+
"timestamp": "YYYY-MM-DD HH:MM:SS",
|
| 95 |
+
"context": {
|
| 96 |
+
"field_name": "value",
|
| 97 |
+
...
|
| 98 |
+
},
|
| 99 |
+
"action": [
|
| 100 |
+
{
|
| 101 |
+
"type": "specific_behavior",
|
| 102 |
+
"attribute": "value"
|
| 103 |
+
}
|
| 104 |
+
...
|
| 105 |
+
]
|
| 106 |
+
},
|
| 107 |
+
...
|
| 108 |
+
]
|
| 109 |
+
}
|
| 110 |
+
}
|
| 111 |
+
```
|
| 112 |
+
|
| 113 |
+
<a id="installation-and-usage"></a>
|
| 114 |
+
## Installation and Usage
|
| 115 |
+
|
| 116 |
+
### Setup
|
| 117 |
+
|
| 118 |
+
```bash
|
| 119 |
+
pip install -r requirements.txt
|
| 120 |
+
```
|
| 121 |
+
|
| 122 |
+
Before running, download the user data provided with the paper and place the JSON files under:
|
| 123 |
+
|
| 124 |
+
```txt
|
| 125 |
+
./raw_user_data
|
| 126 |
+
```
|
| 127 |
+
|
| 128 |
+
Model keys and endpoints are not included. Edit the placeholder values in `src/config.py` before running evaluation.
|
| 129 |
+
|
| 130 |
+
### Model Deployment
|
| 131 |
+
|
| 132 |
+
For local model evaluation, we recommend serving models with [vLLM](https://github.com/vllm-project/vllm). See the vLLM repository for installation instructions.
|
| 133 |
+
|
| 134 |
+
Start an OpenAI-compatible vLLM server with:
|
| 135 |
+
|
| 136 |
+
```bash
|
| 137 |
+
vllm serve $MODEL_PATH \
|
| 138 |
+
--port $PORT1 \
|
| 139 |
+
--served-model-name $SERVED_MODEL_NAME \
|
| 140 |
+
--enable-prefix-caching \
|
| 141 |
+
--enable-chunked-prefill \
|
| 142 |
+
-tp 8 \
|
| 143 |
+
--gpu_memory_utilization=0.9 \
|
| 144 |
+
--enable-prompt-tokens-details
|
| 145 |
+
```
|
| 146 |
+
|
| 147 |
+
Then add the endpoint to `MODELS_TO_EVALUATE` in `src/config.py`:
|
| 148 |
+
|
| 149 |
+
```python
|
| 150 |
+
{
|
| 151 |
+
"name": "YourModel", # Referenced by the MODEL variable in scripts/*.sh.
|
| 152 |
+
"type": "openai_compatible",
|
| 153 |
+
"api_key": "sk-dummy",
|
| 154 |
+
"endpoints": [
|
| 155 |
+
{"url": "http://HOST:PORT/v1", "max_workers": 20},
|
| 156 |
+
],
|
| 157 |
+
"model": "SERVED_MODEL_NAME", # Must match $SERVED_MODEL_NAME used by vLLM.
|
| 158 |
+
"temperature": 0.1,
|
| 159 |
+
"use_logprobs": False,
|
| 160 |
+
}
|
| 161 |
+
```
|
| 162 |
+
|
| 163 |
+
### Example Script
|
| 164 |
+
|
| 165 |
+
```bash
|
| 166 |
+
bash scripts/gpt5.sh
|
| 167 |
+
```
|
| 168 |
+
|
| 169 |
+
## License and Ethics
|
| 170 |
+
|
| 171 |
+
This code and dataset are released under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0) for non-commercial use only. Any commercial use requires prior formal permission.
|
| 172 |
+
|
| 173 |
+
This dataset may include information derived from real users. While efforts have been made to anonymize sensitive data, privacy risks may remain. By accessing or using this dataset, you agree to use it only for lawful, ethical, and privacy-preserving purposes. You must not use it to identify, re-identify, contact, profile, track, or infer the identity of any individual.
|
| 174 |
+
|
| 175 |
+
|
| 176 |
+
Use of this dataset indicates your agreement to comply with all applicable privacy, data protection, and research ethics requirements.
|
| 177 |
+
|
| 178 |
+
Shield: [![CC BY-NC-SA 4.0][cc-by-nc-sa-shield]][cc-by-nc-sa]
|
| 179 |
+
|
| 180 |
+
This work is licensed under a
|
| 181 |
+
[Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License][cc-by-nc-sa].
|
| 182 |
+
|
| 183 |
+
[![CC BY-NC-SA 4.0][cc-by-nc-sa-image]][cc-by-nc-sa]
|
| 184 |
+
|
| 185 |
+
[cc-by-nc-sa]: http://creativecommons.org/licenses/by-nc-sa/4.0/
|
| 186 |
+
[cc-by-nc-sa-image]: https://licensebuttons.net/l/by-nc-sa/4.0/88x31.png
|
| 187 |
+
[cc-by-nc-sa-shield]: https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey.svg
|
| 188 |
+
|
| 189 |
+
<a id="citation"></a>
|
| 190 |
+
## 📝 Citation
|
| 191 |
+
|
| 192 |
+
If you find our work useful in your research, please consider citing our paper.
|
| 193 |
+
|
| 194 |
+
```bibtex
|
| 195 |
+
@misc{chen2026omnibehavior,
|
| 196 |
+
title={Towards Real-world Human Behavior Simulation: Benchmarking Large Language Models on Long-horizon, Cross-scenario, Heterogeneous Behavior Traces},
|
| 197 |
+
author={Jiawei Chen and Ruoxi Xu and Boxi Cao and Ruotong Pan and Yunfei Zhang and Yifei Hu and Yong Du and Tingting Gao and Yaojie Lu and Yingfei Sun and Xianpei Han and Le Sun and Xiangyu Wu and Hongyu Lin},
|
| 198 |
+
year={2026},
|
| 199 |
+
eprint={2604.08362},
|
| 200 |
+
archivePrefix={arXiv},
|
| 201 |
+
primaryClass={cs.CL},
|
| 202 |
+
url={https://arxiv.org/abs/2604.08362},
|
| 203 |
+
}
|
| 204 |
+
```
|
assets/OmniBehavior.jpg
ADDED
|
Git LFS Details
|
assets/multi_scenario.jpg
ADDED
|
Git LFS Details
|
raw_user_data/en/user_001.json
ADDED
|
@@ -0,0 +1,2564 @@
|
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"ocr": "Selling fake vermicelli will leave you without descendants. Defrauding common people will give your whole family cancer. Production License Number: QS455564. Address: Yongjin Village, Huansheng Township, Qing'an County, Heilongjiang Province (former Yongjin Primary School). Phone: 0455-8820123. Product Name: Yufeng Fuheng Vermicelli. Manufacturer: Qing'an County Fuheng Starch Products Factory. Address: Yongjin Village, Huansheng Township, Qing'an County, Heilongjiang Province (former Yongjin Primary School). Contact Phone: 0455-8820123. Nutrition Facts: Energy 1377 kilojoules, Carbohydrates 1 gram, Protein 26 milligrams. Storage Conditions: Store in a cool, dry place. Test Report Number: SP25080043. Sample Name: Yufeng Fuheng Vermicelli. Client: Qing'an County Fuheng Starch Products Factory. Test Category: Commissioned Testing. Testing Institution: Heilongjiang Zhongnuo Inspection and Testing Co., Ltd. Sample Quantity: 5kg. Production Date: August 04, 2025. Sample Grade: Excellent. Trademark: Yufeng. Sample Condition: Good. Manufacturer and Address: Yongjin Village, Huansheng Township, Qing'an County, Heilongjiang Province (former Yongjin Primary School). Sample Receipt Date: August 04, 2025. Testing Date: August 04, 2025. Test Items: Sensory, moisture, new strip rate, and 15 other items. Testing Standards: GB/T23587-2024 (General Rules for Quality of Starch Products), GB2760-2024 (National Food Safety Standard for the Use of Food Additives), GB2762-2022 (National Food Safety Standard for Maximum Levels of Contaminants in Foods), GB7718-2011 (National Food Safety Standard for General Rules for the Labeling of Prepackaged Foods), GB28050-2011 (National Food Safety Standard for General Rules for Nutrition Labeling of Prepackaged Foods). State Administration for Market Regulation Order No. 70 \"Measures for Metrological Supervision and Administration of Quantitatively Packaged Commodities\". Test Conclusion: After testing, all indicators of the sample meet the requirements. Issue Date: August 11, 2025.",
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"asr": "Listen up, you damn internet influencers and streamers, I'm telling you, you're fucking scamming ordinary people. You do PK battles begging for gifts, you run events, you harvest your followers like leeks. You sell fucking nutritional supplements, health products, and green products, scamming old men and cheating old ladies - you're not even human. You're all sons of bitches, sons of your Japanese bastard fathers. And those shady medical ones too, all you big and small influencers and streamers selling goods, selling fake goods. You're all spawned by Japanese. You sell fake vermicelli, fake wood ear mushrooms, fake honey - you're not human, you bastards, just cheating ordinary people. Scamming old men and old ladies, sooner or later you'll get run over by a car. The money you earn won't bring you any good. Selling nutritional supplements and health products. Selling cucumber seed powder, all fake with commissions - you make 50 bucks specifically scamming and cheating people. What good will come to you, tell me. The ordinary people trust you, support you, buy things in your livestream, and then you scam and cheat them. You conceal facts and exaggerate in your promotions. You sell Chaoyang Liujia vermicelli, then you say it's fucking sweet potato vermicelli, yam vermicelli. You streamers just cheat your fans. You're immoral streamers. There are many immoral streamers in Heilongjiang - I'm cursing you all. You better fucking behave yourselves from now on. The money you earn through scamming won't bring you any good - your ancestors and descendants won't have anything good, you'll get your retribution, I'm telling you. If you keep cheating, your sons and grandsons will be born with cerebral palsy. You fucking lie with your eyes wide open. In Wuming, Nanning, Guangxi, selling mangoes. You sell links claiming 4.5 to 5 jin, you pretend to be blind yourself, and treat your fans like they're blind. Your scale is short by half a jin. Whatever the scale says minus half a jin. If you sell 4.5 jin, you only send 4.5 jin net. If you sell 5 jin, you only send 5 jin net. If you're afraid of short weight, give an extra 2 liang. Right? If you're afraid of not making money, charge a couple bucks more. You cheat your fans playing word games, playing tricks - are you even human? Don't say you're from Heilongjiang. Heilongjiang doesn't have you bunch of scammers, you Japanese bastards, bringing shame to Heilongjiang people. Immoral streamers, and those from Jilin too. There's one called \"Second Brother\" who does morning exercise circles for weight loss and makes food videos. He's been selling fake Chaoyang Liujia vermicelli for five or six years - sooner or later you won't die well either. You cheat ordinary people and fans. You clearly know the vermicelli is made from tapioca starch. But you insist your vermicelli is made from sweet potato starch - you're not human, you bastard, cheating ordinary people. And you brainless fans buying goods, open your damn eyes. Don't buy vermicelli without inspection reports. Don't buy fake goods just because they're cheap, you idiots. Cheap stuff saves money but costs your life. When you spend money, buy real goods. Look at our stuff. Look at our vermicelli - this is what humans should eat. Regular factory, supports inspection, if fake we'll compensate ten thousand times. Whoever sells fake goods will have no descendants, see? I'll take you into the workshop to look. See this vermicelli? Pure as hell, no fake goods. Whoever sells fake goods will have no descendants, see? This stuff here. Good or not, see for yourself. Spend money on real goods, don't be a brainless fan. Don't be a brainless fan. See, mixing the dough. It's all bubbly. See how good it is? Wipe it clean, hey, get lost. Hey, wipe it clean and fix it up. Environmental hygiene must be maintained. Regular factory supports inspection, if fake compensate ten thousand times. So good, no fake goods. Just look for that powder, potatoes - we don't use potatoes, we use refined potato starch. This is all starch, for making pulp. All starch. See these big tanks? Ten tanks on both sides. Fermenting the dough, fermenting. All starch. See? Then it has to be filtered in there. If not today, then tomorrow. Pure as hell, good as hell. There are three more processes, so many. In total, there are like 20 processes. One process here, one process there. It has to be filtered again tomorrow, no fake goods. We all use refined potato starch, see? All refined potato starch, we don't use potatoes at all. Brothers, see? This is all fermented starch. We don't use potatoes, understand? Don't use potatoes, don't look for potatoes here. All refined potato starch. After spinning it over there, the starch comes out here. I love you. Then it spins. Look at this dough going in here. It's very cool in here. When it's hot in summer, we have to run air conditioning in here. Leave it in here overnight. Drain the water overnight, then take it out to dry tomorrow. It has to drain in here for a night, then take it out to dry tomorrow. The temperature can't be high in here, or it'll spoil, right? It'll turn sour. See this air conditioner? There are two drying areas, front and back. Brothers, we can produce over 10,000 jin of dried vermicelli a day. Let me take you to the warehouse to see what we're sending you brothers. It's all this pole, one big bag is 5 jin. This pole, cut from the middle. Cut from the middle, then cut a bit more, cut a bit more, then send it to you. Two warehouses. This warehouse has wide noodles, this warehouse has round noodles. All vermicelli, see? Hey, some are packaged, some aren't. Our vermicelli is 5 jin per bag, brothers. 5 jin per bag, regular factory supports inspection, if fake compensate ten thousand times. See? All with factory labels, and inspection reports, see? Friends, there are many selling vermicelli on the internet. Many selling vermicelli. If there's no quality inspection report, don't buy it. First, it's a three-no product. Second, fake vermicelli doesn't have quality inspection reports. Ours must be real. You can watch, record the screen anytime, report anytime, investigate anytime. Regular factory supports inspection, if fake compensate ten thousand times, understand? This vermicelli, brothers, is 5 jin per bag. Delivered to your door for 39.9. That's 8 yuan per jin. Isn't it better than the 23 yuan stuff you buy in other livestreams? If I'm lying, may I get hit by a car when I go out. Understand? I've put the link in the lower left corner of the video. 39.9 for a 5-jin bag. Delivered to your door, sent via ZTO Express."
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| 2015 |
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"item_title": "【Champion Recommendation】Buy 1 Get 3 Enhanced Version Yibaishi Shuke Anti-inflammatory Antibacterial Cream Single Box As Low As 9.9",
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| 2016 |
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{
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"item_title": "【Champion Recommendation】Buy 1 Get 3 Enhanced Version Yibaishi Shuke Anti-inflammatory Antibacterial Cream Single Box As Low As 9.9",
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"role": "assistant",
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"content": "Dear, this product is not fast-acting. Many of our customers have reported good results after using it for one cycle. We suggest you continue using it to improve your physical condition, dear. If you keep using it, you will see obvious improvement in the results."
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},
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{
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"role": "user",
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