Compositional Tasks (ByteDance Seed in-house)

Only in system cards

Models identify several elements of a business text in one inference, such as user intent and slot values.

In-house ByteDance Seed evaluation. The tasks are not public. It seems to follow the Seed1.8 Intention Recognition set. Scoring is a guess.

Made by: ByteDance Seed
Released: February 2026
Kind: Running a business
Level: Everyday
Scored: Checked automatically
Answers: Short answer
Tasks: Kept private

Last in a system card: February 2026
Last model added: February 2026

Model scored in lab cards

System card reports it, from 1 lab

Seed2.0 Pro leads with 59.1%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

Bars Table

59.1 Seed2.0 Pro

1 Seed2.0 Pro 59.1%

Source: Labs’ model cards

#	Model	Score	Setting	Date	Source
1	Seed2.0 Pro	59.1%		Feb 2026	Lab model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card

Source: Labs’ model cards

Labs report it only in system cards

We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark. Some system cards do, below.

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

Date	Document	Score	As the document writes it	Section
Feb 14, 2026	Seed2.0 Pro model card	59.1	ToB-Compositional Tasks (Table 13)	Capabilities

Seed2.0 Pro leads with 59.1%

Scores over time

Labs report it only in system cards

One system card reports it

More in Economic work