[update] add llm-srbench descriptions

llm-srbench/bio_pop_growth/BPG0/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG0
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 101.43367767333984]
       ood_range: [101.26644897460938, 101.43058013916016]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0711578950285911, 26.604358673095703]
     ood_range: [-0.06796845048666, 0.100564457476139]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG1/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG1
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.087017059326165]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 996.0541381835936]
       ood_range: [997.2052612304688, 1311.25830078125]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [0.3280320763587951, 48.74041748046875]
     ood_range: [48.775184631347656, 58.080604553222656]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG10/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG10
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.087017059326165]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 590.2333374023438]
       ood_range: [591.6644287109375, 1080.2445068359375]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [0.2020162045955658, 60.46563720703125]
     ood_range: [60.61087417602539, 110.1498565673828]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG11/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG11
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 125.01062774658205]
       ood_range: [81.60037994384764, 83.52909088134764]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-1.6351751089096067, 45.735366821289055]
     ood_range: [-0.3851576149463653, -0.3096195757389068]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG12/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG12
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.087017059326165]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 136.5778350830078]
       ood_range: [17.544462203979492, 136.52293395996094]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-33.35061264038086, 50.45180892944336]
     ood_range: [-23.597190856933597, 50.378955841064446]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG13/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG13
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 18.93589401245117]
       ood_range: [18.906984329223636, 18.923608779907227]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0260864794254302, 4.357088088989258]
     ood_range: [-0.008245201781392, 0.0158262960612773]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG14/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG14
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 82.64566802978516]
       ood_range: [81.76631927490233, 82.00167083740233]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0608358271420001, 5.34712028503418]
     ood_range: [-0.0479926317930221, -0.0332890152931213]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG15/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG15
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 863.796142578125]
       ood_range: [863.8984985351561, 910.5299072265624]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [0.9333770275115966, 26.174877166748047]
     ood_range: [7.296356201171875, 8.690641403198242]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG16/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG16
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0236047506332395, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0252697467803955, 20.808717727661133]
       ood_range: [20.76712417602539, 20.806241989135746]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0868860781192779, 14.477863311767578]
     ood_range: [-0.075567290186882, 0.1025465950369834]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG17/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG17
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.011802315711975, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.001604437828064, 1.6474760770797727]
       ood_range: [1.647268533706665, 1.6473846435546875]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [9.71924509940436e-06, 0.1357399821281433]
     ood_range: [2.4946210032794625e-05, 4.429259934113361e-05]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG18/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG18
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 146.1099090576172]
       ood_range: [65.21031188964844, 146.11749267578125]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-30.2821102142334, 39.31348037719727]
     ood_range: [-23.945425033569336, 35.53845977783203]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG19/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG19
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 84.45972442626953]
       ood_range: [84.37753295898438, 84.4347915649414]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0178975835442543, 8.91164970397949]
     ood_range: [-0.0079850191250443, 0.0159349553287029]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG2/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG2
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.087017059326165]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 30.49044418334961]
       ood_range: [21.24883270263672, 37.46926498413086]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-5.458624839782715, 6.263537883758545]
     ood_range: [-6.818374633789063, 7.535098075866699]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG20/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG20
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.011802315711975, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.001781702041626, 77.3592300415039]
       ood_range: [77.2086639404297, 77.36638641357422]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.097184307873249, 19.27203750610352]
     ood_range: [-0.1087547615170478, 0.1452370584011077]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG21/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG21
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.087017059326165]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [0.0007942231022752, 1.0009142160415647]
       ood_range: [0.0003467543865554, 0.0007915974128991]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0974056497216224, 0.0323775708675384]
     ood_range: [-0.0001111357050831, -4.8687368689570576e-05]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG22/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG22
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 339.83746337890625]
       ood_range: [340.41796875, 789.8397827148436]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [0.1178160905838012, 49.21247482299805]
     ood_range: [49.293643951416016, 111.22071838378906]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG23/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG23
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 65.7197494506836]
       ood_range: [65.60746765136719, 65.68026733398438]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0623511560261249, 18.200233459472656]
     ood_range: [-0.015997102484107, 0.0693235546350479]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG3/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG3
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [-6.025567813594536e-07, 1.0]
       ood_range: [-6.14393911746447e-07, 9.115041166296578e-07]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.5821114182472229, 5.092100536785438e-07]
     ood_range: [-7.702956281718798e-07, 5.192134153730876e-07]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG4/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG4
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.07521438598633]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 97.11012268066406]
       ood_range: [97.08235931396483, 97.09300231933594]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0046726069413125, 8.388450622558596]
     ood_range: [0.0012462933082133, 0.0049215489998459]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG5/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG5
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.011802315711975, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.012071967124939, 95.21900939941406]
       ood_range: [95.09303283691406, 95.21907806396483]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0513237453997135, 24.778741836547848]
     ood_range: [-0.0513928867876529, 0.0798620656132698]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG6/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG6
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [0.0422538369894027, 1.0]
       ood_range: [0.0422605946660041, 0.0423309579491615]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-6.220047473907472, 0.0001703652087599]
     ood_range: [-0.000193055049749, 0.0001385165232932]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG7/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG7
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 14.585335731506348]
       ood_range: [14.564560890197754, 14.579937934875488]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0222861990332603, 4.453599452972412]
     ood_range: [-0.0119898384436964, 0.0172621961683034]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG8/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG8
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.011802315711975, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0352550745010376, 80.19298553466798]
       ood_range: [80.05930328369139, 80.16766357421875]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.1455530226230621, 42.02779006958008]
     ood_range: [-0.0930458009243011, 0.1313011795282363]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/bio_pop_growth/BPG9/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__bio_pop_growth__BPG9
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [1.0, 54.098819732666016]
       ood_range: [54.11062240600586, 60.0]
+      description: Time
     - name: P
       type: continuous
       train_range: [1.0, 10.860922813415527]
       ood_range: [10.842653274536133, 10.858882904052734]
-
+      description: Population at time t
   target:
     name: dP_dt
     type: continuous
     train_range: [-0.0164870247244834, 3.096616506576538]
     ood_range: [-0.0125586595386266, 0.0185931175947189]
-
+    description: Population growth rate
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK0/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK0
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.974796295166016]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 1.1740511655807495]
       ood_range: [1.1720833778381348, 1.1730549335479736]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.00042313997983, 0.0728384181857109]
     ood_range: [9.84279831754975e-05, 0.0006061122985556]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK1/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK1
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.98679733276367]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.5559830069541931, 1.0]
       ood_range: [0.5561222434043884, 0.5567852854728698]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.9757795929908752, 0.0006721731042489]
     ood_range: [-0.0008007150026969, 0.0004166998260188]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK10/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK10
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 1.6793736219406128]
       ood_range: [1.6774699687957764, 1.6781612634658811]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.0005031007458455, 0.2028772979974746]
     ood_range: [6.120235775597394e-05, 0.0003826232568826]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK11/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK11
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.7114515304565429, 1.0]
       ood_range: [0.7119030356407166, 0.712831139564514]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.3781450390815734, 0.0007274834788404]
     ood_range: [-0.0006799889961257, 0.0002672516857273]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK12/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK12
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.98679733276367]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 14.667879104614258]
       ood_range: [14.673096656799316, 15.88755702972412]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.0277724154293537, 0.3061476051807403]
     ood_range: [0.1885144561529159, 0.2173208445310592]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK13/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK13
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0120024001225829, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.2353037297725677, 0.9995990991592408]
       ood_range: [0.2032853662967681, 0.2352347075939178]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.0333907790482044, -0.0057518151588737]
     ood_range: [-0.0057500544935464, -0.004941688850522]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK14/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK14
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.839772880077362, 3.93625283241272]
       ood_range: [3.93644905090332, 4.007401466369629]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.0428804717957973, 0.1384567618370056]
     ood_range: [0.0087577141821384, 0.0160885863006114]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK15/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK15
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 11.308931350708008]
       ood_range: [11.309693336486816, 11.64914321899414]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.0643181651830673, 0.3932652473449707]
     ood_range: [0.0499426387250423, 0.0642871782183647]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK16/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK16
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 7.848517417907715]
       ood_range: [7.848262310028077, 7.8490538597106925]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.0002605495392344, 0.7427240014076232]
     ood_range: [0.0001726018235785, 0.0003023097233381]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK17/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK17
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0120024001225829, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.3384045362472534, 7.50459337234497]
       ood_range: [7.508606910705566, 9.663073539733887]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.4625775218009948, 0.3343405723571777]
     ood_range: [0.3344432413578033, 0.3846327364444732]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK18/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK18
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.1776600927114486, 1.0]
       ood_range: [0.1773514151573181, 0.1776592582464218]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.4730526208877563, -6.862189911771566e-05]
     ood_range: [-6.853854574728757e-05, -3.745459980564192e-05]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK19/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK19
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 1.4843815565109253]
       ood_range: [1.4844318628311155, 1.5055596828460691]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.0036674332804977, 0.0667150542140007]
     ood_range: [0.0035328394733369, 0.0040079816244542]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK2/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK2
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.984717071056366, 1.0]
       ood_range: [0.9853581190109252, 0.9858881831169128]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.0040272250771522, 0.0001629378675715]
     ood_range: [-0.0001580805983394, -1.27803796203807e-05]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK20/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK20
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0120024001225829, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0005898475646973, 3.558248996734619]
       ood_range: [3.558291435241699, 3.5733721256256104]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.0030786031857132, 0.1513093560934066]
     ood_range: [0.0024943314492702, 0.0034187610726803]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK21/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK21
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.0028629819862544, 2.7012448310852046]
       ood_range: [2.710211515426636, 14.634843826293944]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.9112380743026732, 0.7434884309768676]
     ood_range: [0.7460289597511292, 4.203992366790772]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK22/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK22
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.0416726730763912, 1.0]
       ood_range: [0.0404796712100505, 0.0416697338223457]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.3093041181564331, -0.0002453362685628]
     ood_range: [-0.0002451191539876, -0.0001579863019287]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK23/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK23
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0360072031617164, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0092446804046633, 3.216872215270996]
       ood_range: [3.2136242389678955, 3.2150559425354004]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.0006207240512594, 0.3377955257892608]
     ood_range: [0.0001075200052582, 0.0006813055952079]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK24/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK24
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 1.5496561527252195]
       ood_range: [1.5472813844680786, 1.5485609769821167]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.0005248265224508, 0.2312547117471694]
     ood_range: [7.400672620860861e-05, 0.0007730359211564]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK25/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK25
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0120024001225829, 53.98679733276367]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0018792152404783, 3.078394889831543]
       ood_range: [3.078398466110229, 3.079505443572998]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.0002982897858601, 0.1596144437789917]
     ood_range: [0.0001455883175367, 0.0002977792173624]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK26/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK26
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0120024001225829, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.2513835132122039, 0.9934399724006652]
       ood_range: [0.5022146105766296, 0.5087137222290039]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.5432850122451782, 0.0100599266588687]
     ood_range: [0.0008730660192668, 0.0013504720991477]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK27/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK27
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.98679733276367]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.5212406516075134, 1.0]
       ood_range: [0.8325759768486022, 0.8357852697372437]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.3898812532424926, 0.0159349627792835]
     ood_range: [0.0004232367791701, 0.0007804627530276]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK28/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK28
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0120024001225829, 53.98679733276367]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0010783672332764, 3.4506735801696777]
       ood_range: [3.4516897201538086, 3.70158314704895]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.0410834625363349, 0.0898257419466972]
     ood_range: [0.0410623550415039, 0.0423301607370376]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK29/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK29
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 2.053173065185547]
       ood_range: [2.053186178207397, 2.059855461120605]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.001464577158913, 0.2405923306941986]
     ood_range: [0.0008592716185376, 0.0014779324410483]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK3/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK3
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.6947972774505615, 1.0]
       ood_range: [0.939747929573059, 0.950931966304779]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.5527939200401306, 0.0082329558208584]
     ood_range: [0.0012989869574084, 0.0029621848370879]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK30/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK30
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0, 53.99879837036133]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [1.0, 2.592981338500977]
       ood_range: [2.5931882858276367, 2.69430947303772]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [0.0176637154072523, 0.0889637172222137]
     ood_range: [0.0167213734239339, 0.0176627840846776]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench

llm-srbench/chem_react/CRK31/metadata.yaml

@@ -1,6 +1,6 @@
 dataset:
   name: llm-srbench__chem_react__CRK31
-  description: 
+  description: null
   splits:
     train:
       file: train.csv
@@ -25,21 +25,22 @@ dataset:
       type: continuous
       train_range: [0.0120024001225829, 53.98679733276367]
       ood_range: [54.01080322265625, 60.0]
+      description: Time
     - name: A
       type: continuous
       train_range: [0.1374796777963638, 0.98854398727417]
       ood_range: [0.1374789178371429, 0.1377170383930206]
-
+      description: Concentration at time t
   target:
     name: dA_dt
     type: continuous
     train_range: [-0.9487819075584412, 0.0001396717561874]
     ood_range: [-0.000201824324904, 0.0001407694071531]
-
+    description: Rate of change of concentration in chemistry reaction kinetics
   license: MIT
   citation:
     arXiv: 2504.10415
-    title: "LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models"
+    title: 'LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models'
   resources:
     - https://github.com/deep-symbolic-mathematics/llm-srbench
     - https://huggingface.co/datasets/nnheui/llm-srbench