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Materials· reasoning

MatSciBench

UCLA · 2025

College-level materials-science reasoning benchmark of 1,340 problems spanning six fields, including multimodal questions.

Materials
GitHub stars
Task type
open-ended
Modality
multimodal
Access
open
Size
1,340 items
License
Metrics
accuracy
qid
Polymer_Science_and_Technology_Fried_Example 1.1
type
NUM
question
A polydisperse sample of polystyrene is prepared by mixing three monodisperse samples in the following proportions: $$\begin{array}{ll}1 \mathrm{~g} & 10,000 \text { molecular weight } \\ 2 \mathrm{~g} & 50,000 \text { molecular weight } \\ 2 \mathrm{~g} & 100,000 \text { molecular weight }\end{array}$$ Using this information, calculate the number-average molecular weight, weight-average molecular weight, and PDI of the mixture. Give your answer as a tuple (number-average molecular weight, weight-average molecular weight, PDI).
image
solution
We obtain the following: $$ \begin{aligned} & \bar{M}_{\mathrm{n}}=\frac{\sum_{i=1}^{3} N_{i} M_{i}}{\sum_{i=1}^{3} N_{i}}=\frac{\sum_{i=1}^{3} W_{i}}{\sum_{i=1}^{3}\left(W_{i} / M_{i}\right)}=\frac{1+2+2}{\frac{1}{10,000}+\frac{2}{50,000}+\frac{2}{100,000}}=31,250 \\ & \bar{M}_{\mathrm{w}}=\frac{\sum_{i=1}^{3} N_{i} M_{i}^{2}}{\sum_{i=1}^{3} N_{i} M_{i}}=\frac{\sum_{i=1}^{3} W_{i} M_{i}}{\sum_{i=1}^{3} W_{i}}=\frac{10,000+2(50,000)+2(100,000)}{5}=62,000 \\ & \mathrm{PDI}=\frac{\bar{M}_{\mathrm{w}}}{\bar{M}_{\mathrm{n}}}=\frac{62,000}{31,250}=1.98 \end{aligned} $$
answer
(31250, 62000, 1.98)
unit
(g/mol, g/mol, )
number_of_answers
multiple
difficulty_level
hard
primary_category
Materials: Polymers
Materials
Polymers
Structures
Composites
source
Polymer_Science_and_Technology_Fried
original_qid
Example 1.1
qid
Polymer_Science_and_Technology_Fried_Example 1.2
type
NUM
question
A polymer is fractionated and is found to have the continuous molecular-weight distribution shown below as a plot of the weight, $W$, of molecules having molecular weight, $M$, versus $M$. Given this molecular-weight distribution, calculate $\bar{M}_{\mathrm{n}}$ and $\bar{M}_{\mathrm{w}}$. Give your answer as a tuple ($\bar{M}_{\mathrm{n}}$, $\bar{M}_{\mathrm{w}}$).
image
<image/binary>
solution
We obtain the following: $$ \begin{aligned} & \bar{M}_{\mathrm{n}}=\frac{\int_{10^{3}}^{10^{5}} d M}{\int_{10^{3}}^{10^{5}}(1 / M) d M}=\frac{10^{5}-10^{3}}{\ln \left(10^{5} / 10^{3}\right)}=21,498 \\ & \bar{M}_{\mathrm{w}}=\frac{\int_{10^{3}}^{10^{5}} M d M}{\int_{10^{3}}^{10^{5}} d M}=\frac{\left(M^{2} / 2\right)_{10^{3}}^{10^{5}}}{9.9 \times 10^{4}}=50,500 \end{aligned} $$
answer
(21498, 50500)
number_of_answers
multiple
difficulty_level
medium
primary_category
Materials: Polymers
Materials
Polymers
Structures
Composites
source
Polymer_Science_and_Technology_Fried
original_qid
Example 1.2

Real rows from the Hugging Face datasets server · long values truncated