id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
36,958 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691332.140 | 200.384 | 62.344 | 51.816 | -78 | -76 | -75 | -100 | -78 | -80 | -76 | -82 |
| B | 1723691788.154 | 122.268 | 67.055 | 51.816 | -85 | -100 | -100 | -82 | -85 | -72 | -76 | -75 |
| C | 1723691236.145 | 11.887 | 78.017 | 51.816 | -80 | -82 | -85 | -100 | -78 | -84 | -77 | -77 |
| D | 1723691274.137 | 149.439 | 17.769 | 51.816 | -80 | -100 | -100 | -100 | -100 | -79 | -77 | -76 |
| E | 1723691768.142 | 193.592 | 130.939 | 51.816 | -85 | -79 | -80 | -76 | -83 | -81 | -77 | -84 |
| F | 1723691558.139 | 207.177 | 132.903 | 51.816 | -81 | -70 | -67 | -72 | -77 | -80 | -77 | -76 |
| G | 1723691751.147 | 219.913 | 110.489 | 51.816 | -84 | -74 | -69 | -70 | -85 | -81 | -76 | -74 |
| H | 1723691717.156 | 178.308 | 78.083 | 51.816 | -80 | -100 | -100 | -85 | -75 | -75 | -100 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691732.138
- **Target RSSI fingerprint:** [-83, -76, -75, -84, -77, -79, -77, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
201.2333608414509,
62.30442523956299,
51.816
] | 8 |
4,191 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999726.219 | 123.114 | 133.858 | 42.672 | -88 | -84 | -100 | -78 | -83 | -81 | -74 | -65 |
| B | 1732000151.234 | 130.756 | 108.724 | 42.672 | -86 | -84 | -100 | -76 | -78 | -76 | -77 | -62 |
| C | 1732000035.234 | 140.944 | 121.026 | 42.672 | -89 | -90 | -86 | -83 | -83 | -88 | -76 | -82 |
| D | 1731999724.208 | 114.623 | 141.330 | 42.672 | -90 | -88 | -100 | -77 | -84 | -78 | -78 | -63 |
| E | 1731999928.229 | 129.058 | 154.427 | 42.672 | -91 | -87 | -81 | -78 | -82 | -80 | -80 | -68 |
| F | 1731999996.227 | 54.340 | 164.009 | 42.672 | -80 | -84 | -82 | -90 | -80 | -76 | -78 | -85 |
| G | 1732000174.245 | 73.019 | 61.721 | 42.672 | -85 | -69 | -86 | -79 | -77 | -72 | -83 | -89 |
| H | 1731999932.223 | 139.246 | 137.760 | 42.672 | -88 | -88 | -78 | -80 | -91 | -82 | -80 | -65 |
| I | 1731999627.221 | 95.095 | 103.403 | 42.672 | -90 | -88 | -86 | -81 | -83 | -86 | -84 | -86 |
| J | 1731999923.249 | 123.963 | 161.859 | 42.672 | -91 | -79 | -82 | -85 | -82 | -82 | -68 | -79 |
| K | 1731999682.224 | 24.623 | 134.230 | 42.672 | -79 | -79 | -73 | -89 | -74 | -74 | -72 | -73 |
| L | 1731999828.229 | 133.303 | 116.394 | 42.672 | -89 | -91 | -82 | -87 | -82 | -84 | -73 | -86 |
| M | 1732000193.218 | 9.340 | 7.392 | 42.672 | -93 | -88 | -78 | -91 | -89 | -89 | -80 | -77 |
| N | 1731999910.216 | 84.057 | 127.223 | 42.672 | -89 | -87 | -76 | -89 | -82 | -77 | -82 | -82 |
| O | 1731999595.216 | 31.415 | 147.354 | 42.672 | -94 | -91 | -87 | -91 | -90 | -91 | -90 | -89 |
| P | 1732000111.221 | 58.585 | 103.987 | 42.672 | -90 | -89 | -82 | -89 | -85 | -78 | -75 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000036.210
- **Target RSSI fingerprint:** [-89, -90, -88, -82, -84, -87, -74, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
141.7934520197831,
121.51685237884521,
42.672000000000004
] | 16 |
21,912 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941130.145 | 18.679 | 68.555 | 51.816 | -81 | -74 | -79 | -69 | -75 | -72 | -75 | -70 |
| B | 1725940996.163 | 100.190 | 61.614 | 51.816 | -75 | -77 | -78 | -79 | -78 | -75 | -73 | -70 |
| C | 1725941094.170 | 101.888 | 57.580 | 51.816 | -66 | -75 | -82 | -81 | -80 | -81 | -83 | -60 |
| D | 1725941365.146 | 59.435 | 24.099 | 51.816 | -86 | -83 | -78 | -83 | -75 | -76 | -74 | -73 |
| E | 1725941327.148 | 26.321 | 65.410 | 51.816 | -79 | -78 | -78 | -82 | -73 | -78 | -78 | -71 |
| F | 1725940767.162 | 80.661 | 8.666 | 51.816 | -87 | -80 | -76 | -82 | -69 | -74 | -69 | -71 |
| G | 1725941259.157 | 11.887 | 86.908 | 51.816 | -85 | -73 | -72 | -55 | -76 | -79 | -73 | -68 |
| H | 1725941002.146 | 74.718 | 78.826 | 51.816 | -68 | -78 | -79 | -79 | -75 | -77 | -78 | -73 |
| I | 1725941091.147 | 91.699 | 67.055 | 51.816 | -67 | -76 | -74 | -81 | -78 | -76 | -77 | -64 |
| J | 1725940793.151 | 103.586 | 47.322 | 51.816 | -80 | -78 | -82 | -78 | -76 | -73 | -76 | -71 |
| K | 1725940978.202 | 98.492 | 14.942 | 51.816 | -89 | -84 | -85 | -87 | -79 | -81 | -74 | -84 |
| L | 1725941205.145 | 69.624 | 85.620 | 51.816 | -76 | -82 | -84 | -82 | -75 | -78 | -79 | -73 |
| M | 1725941444.142 | 37.359 | 28.332 | 51.816 | -100 | -100 | -100 | -71 | -100 | -61 | -60 | -100 |
| N | 1725940862.156 | 19.529 | 117.934 | 51.816 | -72 | -73 | -69 | -55 | -75 | -64 | -77 | -72 |
| O | 1725941380.158 | 96.794 | 15.619 | 51.816 | -86 | -78 | -73 | -82 | -73 | -100 | -74 | -68 |
| P | 1725941088.174 | 79.812 | 77.340 | 51.816 | -69 | -78 | -76 | -82 | -78 | -78 | -80 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941031.139
- **Target RSSI fingerprint:** [-84, -82, -79, -86, -78, -78, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84967428540214,
24.390954971313477,
51.816
] | 16 |
9,310 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999885.149 | 11.887 | 47.017 | 42.672 | -78 | -84 | -85 | -81 | -80 | -100 | -79 | -77 |
| B | 1722999880.144 | 31.415 | 47.787 | 42.672 | -84 | -78 | -80 | -82 | -83 | -89 | -75 | -64 |
| C | 1722999459.153 | 77.265 | 5.454 | 42.672 | -100 | -72 | -84 | -79 | -86 | -72 | -80 | -79 |
| D | 1722999705.167 | 131.605 | 96.701 | 42.672 | -80 | -100 | -79 | -82 | -71 | -68 | -77 | -70 |
| E | 1723000008.162 | 26.321 | 87.385 | 42.672 | -78 | -77 | -81 | -74 | -82 | -100 | -70 | -68 |
| F | 1722999657.144 | 21.227 | 46.181 | 42.672 | -85 | -81 | -84 | -81 | -87 | -90 | -83 | -66 |
| G | 1722999847.140 | 138.397 | 27.085 | 42.672 | -88 | -85 | -87 | -83 | -86 | -70 | -79 | -86 |
| H | 1723000002.170 | 56.038 | 89.801 | 42.672 | -100 | -100 | -82 | -84 | -85 | -85 | -86 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999621.167
- **Target RSSI fingerprint:** [-80, -68, -82, -79, -80, -72, -77, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
17.450547218322754,
42.672000000000004
] | 8 |
43,291 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123588.123 | 27.171 | 8.082 | 60.960 | -82 | -83 | -78 | -74 | -78 | -75 | -79 | -76 |
| B | 1724123375.139 | 66.229 | 26.607 | 60.960 | -82 | -84 | -82 | -78 | -80 | -73 | -73 | -65 |
| C | 1724123427.135 | 55.191 | 14.916 | 60.960 | -78 | -85 | -83 | -77 | -82 | -76 | -81 | -67 |
| D | 1724123115.132 | 56.040 | 38.550 | 60.960 | -78 | -82 | -73 | -77 | -82 | -82 | -68 | -62 |
| E | 1724123523.147 | 104.438 | 64.905 | 60.960 | -100 | -78 | -75 | -78 | -79 | -82 | -73 | -70 |
| F | 1724123570.113 | 24.623 | 53.944 | 60.960 | -74 | -100 | -82 | -80 | -77 | -83 | -68 | -66 |
| G | 1724123468.134 | 57.738 | 37.900 | 60.960 | -78 | -74 | -75 | -77 | -74 | -77 | -64 | -63 |
| H | 1724122986.132 | 5.095 | 56.147 | 60.960 | -73 | -100 | -100 | -100 | -92 | -90 | -100 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123257.138
- **Target RSSI fingerprint:** [-87, -74, -83, -76, -76, -81, -76, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.9085838888168,
31.172118186950684,
60.96
] | 8 |
22,875 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937764.145 | 18.679 | 59.465 | 30.480 | -64 | -65 | -68 | -70 | -73 | -61 | -54 | -69 |
| B | 1725938004.165 | 2.547 | 30.389 | 30.480 | -79 | -67 | -68 | -69 | -67 | -65 | -69 | -56 |
| C | 1725938106.161 | 26.321 | 13.615 | 30.480 | -84 | -79 | -81 | -84 | -81 | -79 | -72 | -73 |
| D | 1725937914.182 | 12.736 | 98.970 | 30.480 | -67 | -73 | -71 | -75 | -71 | -74 | -49 | -60 |
| E | 1725937909.162 | 7.642 | 73.465 | 30.480 | -66 | -71 | -76 | -76 | -72 | -62 | -47 | -61 |
| F | 1725938030.148 | 55.189 | 10.616 | 30.480 | -100 | -81 | -79 | -80 | -80 | -79 | -75 | -63 |
| G | 1725938261.140 | 88.303 | 4.379 | 30.480 | -100 | -78 | -77 | -77 | -81 | -78 | -77 | -63 |
| H | 1725937857.158 | 62.831 | 77.181 | 30.480 | -68 | -81 | -81 | -75 | -73 | -86 | -82 | -76 |
| I | 1725937889.159 | 0.000 | 19.932 | 30.480 | -81 | -76 | -79 | -70 | -67 | -78 | -79 | -53 |
| J | 1725938179.135 | 107.832 | 46.128 | 30.480 | -63 | -82 | -79 | -81 | -76 | -76 | -72 | -79 |
| K | 1725938090.150 | 58.586 | 34.330 | 30.480 | -70 | -85 | -81 | -85 | -100 | -83 | -78 | -63 |
| L | 1725937759.141 | 41.604 | 47.415 | 30.480 | -62 | -100 | -78 | -71 | -68 | -78 | -70 | -65 |
| M | 1725937622.148 | 73.020 | 65.396 | 30.480 | -75 | -83 | -82 | -77 | -73 | -83 | -71 | -70 |
| N | 1725937932.145 | 47.548 | 97.139 | 30.480 | -69 | -73 | -78 | -75 | -77 | -69 | -65 | -71 |
| O | 1725938215.142 | 13.585 | 62.318 | 30.480 | -63 | -65 | -69 | -73 | -75 | -60 | -51 | -72 |
| P | 1725938006.161 | 0.849 | 21.856 | 30.480 | -100 | -68 | -65 | -64 | -61 | -73 | -76 | -60 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938121.141
- **Target RSSI fingerprint:** [-100, -65, -67, -67, -68, -62, -56, -57]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396272026278543,
40.54100513458252,
30.48
] | 16 |
32,115 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689332.148 | 11.887 | 69.630 | 42.672 | -100 | -97 | -94 | -100 | -100 | -101 | -100 | -100 |
| B | 1723689626.155 | 135.854 | 45.650 | 42.672 | -80 | -80 | -84 | -79 | -80 | -76 | -69 | -68 |
| C | 1723689591.158 | 63.681 | 55.205 | 42.672 | -81 | -77 | -100 | -79 | -79 | -80 | -74 | -77 |
| D | 1723690027.162 | 131.608 | 45.624 | 42.672 | -82 | -74 | -82 | -77 | -78 | -72 | -72 | -70 |
| E | 1723689766.146 | 203.781 | 95.149 | 42.672 | -85 | -82 | -88 | -100 | -100 | -77 | -85 | -87 |
| F | 1723689617.152 | 155.383 | 15.938 | 42.672 | -80 | -100 | -85 | -100 | -85 | -100 | -72 | -77 |
| G | 1723689762.167 | 189.346 | 81.308 | 42.672 | -100 | -81 | -79 | -86 | -86 | -76 | -78 | -85 |
| H | 1723689606.135 | 134.156 | 23.542 | 42.672 | -82 | -93 | -90 | -100 | -89 | -90 | -76 | -80 |
| I | 1723689955.148 | 162.175 | 56.399 | 42.672 | -84 | -89 | -76 | -83 | -83 | -84 | -82 | -76 |
| J | 1723690019.148 | 151.137 | 10.431 | 42.672 | -81 | -100 | -80 | -80 | -80 | -100 | -67 | -70 |
| K | 1723689745.138 | 143.496 | 36.600 | 42.672 | -73 | -90 | -74 | -76 | -75 | -80 | -100 | -84 |
| L | 1723689663.150 | 186.799 | 64.083 | 42.672 | -85 | -91 | -74 | -75 | -83 | -85 | -80 | -78 |
| M | 1723689896.144 | 221.611 | 108.844 | 42.672 | -84 | -75 | -84 | -72 | -69 | -73 | -84 | -72 |
| N | 1723689718.140 | 174.063 | 106.986 | 42.672 | -100 | -72 | -87 | -82 | -81 | -72 | -91 | -81 |
| O | 1723690132.150 | 129.061 | 64.481 | 42.672 | -83 | -72 | -89 | -77 | -80 | -71 | -78 | -72 |
| P | 1723690121.147 | 161.326 | 94.750 | 42.672 | -100 | -74 | -87 | -84 | -87 | -80 | -77 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690184.147
- **Target RSSI fingerprint:** [-84, -88, -79, -75, -83, -88, -100, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
236.04587961723368,
89.61486339569092,
42.672000000000004
] | 16 |
27,328 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939341.160 | 20.378 | 116.846 | 42.672 | -72 | -80 | -78 | -79 | -74 | -70 | -77 | -69 |
| B | 1725939278.140 | 71.322 | 75.124 | 42.672 | -82 | -79 | -75 | -79 | -78 | -78 | -74 | -66 |
| C | 1725939365.174 | 81.511 | 68.130 | 42.672 | -82 | -82 | -76 | -82 | -79 | -75 | -78 | -65 |
| D | 1725939752.156 | 20.378 | 124.834 | 42.672 | -78 | -80 | -77 | -80 | -76 | -72 | -74 | -69 |
| E | 1725939525.148 | 2.547 | 26.222 | 42.672 | -75 | -78 | -72 | -66 | -71 | -69 | -71 | -77 |
| F | 1725939650.150 | 90.850 | 2.336 | 42.672 | -74 | -74 | -100 | -73 | -74 | -75 | -71 | -82 |
| G | 1725939425.182 | 1.698 | 24.152 | 42.672 | -76 | -73 | -74 | -71 | -75 | -80 | -70 | -77 |
| H | 1725939541.158 | 18.679 | 108.207 | 42.672 | -76 | -82 | -77 | -77 | -74 | -71 | -75 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939255.138
- **Target RSSI fingerprint:** [-84, -77, -72, -78, -77, -69, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79375437359478,
13.907356262207031,
42.672000000000004
] | 8 |
22,667 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937950.138 | 91.699 | 58.045 | 30.480 | -100 | -83 | -80 | -82 | -66 | -77 | -75 | -77 |
| B | 1725937998.147 | 6.793 | 64.627 | 30.480 | -70 | -83 | -78 | -73 | -64 | -68 | -63 | -58 |
| C | 1725937603.140 | 95.945 | 19.083 | 30.480 | -61 | -85 | -84 | -85 | -60 | -83 | -71 | -81 |
| D | 1725937670.118 | 2.547 | 33.693 | 30.480 | -71 | -68 | -69 | -69 | -81 | -66 | -58 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937929.145
- **Target RSSI fingerprint:** [-79, -83, -80, -75, -71, -71, -69, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.6608562759247,
107.74219989776611,
30.48
] | 4 |
35,335 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691481.132 | 135.854 | 31.252 | 51.816 | -79 | -72 | -100 | -85 | -78 | -74 | -81 | -66 |
| B | 1723691665.131 | 163.874 | 14.252 | 51.816 | -83 | -88 | -75 | -87 | -83 | -78 | -72 | -75 |
| C | 1723691318.145 | 179.157 | 77.127 | 51.816 | -100 | -100 | -78 | -100 | -75 | -81 | -75 | -82 |
| D | 1723691580.166 | 154.534 | 92.800 | 51.816 | -84 | -83 | -78 | -82 | -86 | -81 | -72 | -77 |
| E | 1723691750.144 | 222.461 | 106.203 | 51.816 | -83 | -70 | -77 | -69 | -82 | -73 | -80 | -74 |
| F | 1723691455.155 | 199.535 | 52.484 | 51.816 | -84 | -79 | -77 | -82 | -85 | -76 | -74 | -73 |
| G | 1723691626.152 | 208.875 | 105.858 | 51.816 | -83 | -84 | -79 | -70 | -76 | -85 | -82 | -79 |
| H | 1723691539.144 | 220.762 | 84.652 | 51.816 | -84 | -79 | -82 | -70 | -80 | -78 | -80 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691463.145
- **Target RSSI fingerprint:** [-84, -87, -78, -84, -82, -75, -72, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
170.6662680554077,
19.507455825805664,
51.816
] | 8 |
39,802 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691908.136 | 10.189 | 68.382 | 51.816 | -69 | -74 | -78 | -79 | -100 | -76 | -70 | -77 |
| B | 1723691593.150 | 123.967 | 64.268 | 51.816 | -79 | -81 | -83 | -79 | -76 | -74 | -83 | -76 |
| C | 1723691425.166 | 206.328 | 102.129 | 51.816 | -72 | -86 | -84 | -77 | -75 | -82 | -84 | -82 |
| D | 1723691788.154 | 122.268 | 67.055 | 51.816 | -100 | -75 | -85 | -74 | -85 | -75 | -72 | -76 |
| E | 1723691760.150 | 204.630 | 143.347 | 51.816 | -72 | -74 | -82 | -76 | -78 | -76 | -80 | -78 |
| F | 1723691829.156 | 217.366 | 115.598 | 51.816 | -75 | -79 | -81 | -77 | -79 | -77 | -80 | -77 |
| G | 1723691612.176 | 156.232 | 57.248 | 51.816 | -77 | -86 | -82 | -85 | -78 | -78 | -77 | -78 |
| H | 1723691460.145 | 180.855 | 31.106 | 51.816 | -100 | -100 | -83 | -100 | -85 | -81 | -71 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691858.158
- **Target RSSI fingerprint:** [-100, -100, -86, -100, -86, -78, -71, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
188.49707218059956,
44.50884819030762,
51.816
] | 8 |
41,983 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130234.122 | 102.739 | 23.714 | 60.960 | -71 | -68 | -73 | -75 | -73 | -74 | -74 | -66 |
| B | 1724129869.136 | 102.739 | 21.631 | 60.960 | -77 | -80 | -86 | -82 | -66 | -71 | -74 | -66 |
| C | 1724129805.124 | 47.549 | 34.238 | 60.960 | -70 | -67 | -74 | -71 | -62 | -100 | -71 | -67 |
| D | 1724130384.125 | 31.416 | 57.899 | 60.960 | -77 | -81 | -81 | -81 | -81 | -74 | -76 | -64 |
| E | 1724129787.142 | 12.736 | 111.909 | 60.960 | -75 | -74 | -76 | -72 | -66 | -78 | -82 | -73 |
| F | 1724130189.132 | 51.794 | 7.339 | 60.960 | -85 | -82 | -83 | -83 | -81 | -69 | -79 | -70 |
| G | 1724130248.123 | 143.496 | 43.806 | 60.960 | -81 | -75 | -80 | -75 | -79 | -73 | -67 | -74 |
| H | 1724130103.113 | 50.945 | 63.804 | 60.960 | -80 | -82 | -80 | -80 | -83 | -79 | -84 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129880.159
- **Target RSSI fingerprint:** [-84, -82, -85, -80, -84, -73, -72, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
145.19370502233107,
41.76187992095947,
60.96
] | 8 |
6,616 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722829021.155 | 105.284 | 35.206 | 42.672 | -95 | -92 | -78 | -90 | -82 | -79 | -66 | -78 |
| B | 1722828730.147 | 78.963 | 113.356 | 42.672 | -85 | -98 | -90 | -96 | -78 | -84 | -89 | -80 |
| C | 1722828581.141 | 29.717 | 38.617 | 42.672 | -95 | -96 | -84 | -90 | -96 | -77 | -84 | -86 |
| D | 1722828897.173 | 93.397 | 41.191 | 42.672 | -91 | -84 | -100 | -91 | -81 | -80 | -75 | -79 |
| E | 1722828752.149 | 22.076 | 71.979 | 42.672 | -93 | -88 | -86 | -86 | -85 | -85 | -76 | -80 |
| F | 1722828794.162 | 96.793 | 89.296 | 42.672 | -88 | -81 | -86 | -84 | -85 | -81 | -78 | -74 |
| G | 1722828981.159 | 33.963 | 50.308 | 42.672 | -84 | -92 | -89 | -78 | -85 | -87 | -91 | -74 |
| H | 1722828660.145 | 1.698 | 50.454 | 42.672 | -89 | -85 | -82 | -71 | -79 | -83 | -100 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828772.134
- **Target RSSI fingerprint:** [-83, -89, -85, -82, -84, -90, -85, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.415314792195126,
37.01108455657959,
42.672000000000004
] | 8 |
1,046 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999557.235 | 71.321 | 79.025 | 42.672 | -91 | -100 | -95 | -85 | -93 | -83 | -83 | -76 |
| B | 1731999744.225 | 117.171 | 99.024 | 42.672 | -84 | -100 | -72 | -73 | -78 | -80 | -74 | -67 |
| C | 1731999984.223 | 22.076 | 131.178 | 42.672 | -83 | -80 | -82 | -77 | -77 | -87 | -77 | -90 |
| D | 1731999806.229 | 81.510 | 134.031 | 42.672 | -87 | -81 | -92 | -90 | -77 | -85 | -77 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999972.256
- **Target RSSI fingerprint:** [-87, -100, -94, -86, -82, -87, -72, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34000556446777,
93.87465476989746,
42.672000000000004
] | 4 |
4,932 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000051.231 | 121.416 | 160.585 | 42.672 | -91 | -89 | -92 | -88 | -83 | -89 | -73 | -75 |
| B | 1731999692.220 | 48.397 | 102.646 | 42.672 | -87 | -90 | -91 | -83 | -84 | -84 | -84 | -75 |
| C | 1731999758.214 | 79.812 | 69.152 | 42.672 | -85 | -79 | -79 | -89 | -87 | -87 | -77 | -72 |
| D | 1731999970.226 | 62.831 | 85.183 | 42.672 | -80 | -85 | -87 | -100 | -80 | -87 | -83 | -72 |
| E | 1732000175.209 | 68.774 | 58.443 | 42.672 | -84 | -81 | -72 | -85 | -89 | -90 | -78 | -72 |
| F | 1731999842.221 | 129.058 | 149.783 | 42.672 | -83 | -90 | -90 | -86 | -74 | -85 | -77 | -76 |
| G | 1731999681.237 | 25.472 | 134.562 | 42.672 | -90 | -87 | -88 | -74 | -79 | -82 | -81 | -84 |
| H | 1731999862.234 | 101.038 | 201.020 | 42.672 | -87 | -89 | -88 | -76 | -83 | -73 | -86 | -86 |
| I | 1731999718.257 | 105.284 | 147.275 | 42.672 | -93 | -89 | -86 | -76 | -66 | -79 | -78 | -80 |
| J | 1731999764.216 | 67.076 | 83.285 | 42.672 | -80 | -82 | -86 | -83 | -83 | -73 | -86 | -71 |
| K | 1731999836.204 | 141.793 | 123.521 | 42.672 | -82 | -84 | -85 | -76 | -76 | -62 | -78 | -78 |
| L | 1732000168.238 | 82.359 | 69.975 | 42.672 | -85 | -79 | -68 | -84 | -87 | -82 | -76 | -72 |
| M | 1731999771.207 | 41.604 | 110.914 | 42.672 | -88 | -86 | -85 | -85 | -86 | -86 | -79 | -74 |
| N | 1731999873.234 | 62.831 | 162.881 | 42.672 | -93 | -89 | -84 | -73 | -79 | -67 | -91 | -92 |
| O | 1732000027.225 | 113.774 | 99.342 | 42.672 | -87 | -84 | -78 | -77 | -80 | -74 | -82 | -85 |
| P | 1731999921.238 | 123.963 | 161.580 | 42.672 | -84 | -86 | -78 | -100 | -100 | -100 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999542.218
- **Target RSSI fingerprint:** [-93, -84, -89, -86, -74, -84, -80, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.30219193418526,
53.307108879089355,
42.672000000000004
] | 16 |
4,984 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999614.161 | 138.397 | 13.987 | 42.672 | -74 | -70 | -79 | -67 | -69 | -65 | -72 | -72 |
| B | 1722999624.163 | 139.246 | 32.831 | 42.672 | -83 | -82 | -81 | -81 | -78 | -75 | -79 | -70 |
| C | 1723000072.162 | 137.548 | 25.599 | 42.672 | -78 | -85 | -77 | -75 | -81 | -71 | -78 | -69 |
| D | 1722999540.126 | 68.774 | 76.703 | 42.672 | -85 | -88 | -81 | -87 | -87 | -81 | -74 | -70 |
| E | 1722999927.148 | 113.774 | 98.771 | 42.672 | -86 | -87 | -84 | -85 | -72 | -86 | -71 | -68 |
| F | 1722999658.166 | 16.981 | 46.022 | 42.672 | -87 | -86 | -83 | -82 | -87 | -81 | -74 | -80 |
| G | 1722999746.145 | 84.057 | 11.850 | 42.672 | -80 | -74 | -84 | -77 | -81 | -75 | -67 | -89 |
| H | 1722999940.149 | 136.699 | 86.948 | 42.672 | -90 | -85 | -89 | -87 | -79 | -88 | -62 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000002.170
- **Target RSSI fingerprint:** [-85, -82, -89, -84, -85, -86, -69, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.03810703523535,
89.80064868927002,
42.672000000000004
] | 8 |
29,578 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693689.157 | 95.947 | 25.267 | 60.960 | -84 | -90 | -80 | -79 | -81 | -76 | -70 | -70 |
| B | 1723693635.150 | 216.517 | 106.866 | 60.960 | -80 | -69 | -80 | -84 | -80 | -78 | -83 | -71 |
| C | 1723693039.137 | 15.284 | 69.510 | 60.960 | -71 | -84 | -75 | -77 | -100 | -74 | -77 | -70 |
| D | 1723693598.153 | 122.268 | 50.162 | 60.960 | -79 | -100 | -77 | -80 | -71 | -78 | -72 | -77 |
| E | 1723693662.146 | 177.459 | 30.349 | 60.960 | -79 | -100 | -100 | -75 | -81 | -73 | -70 | -100 |
| F | 1723693444.148 | 228.404 | 81.905 | 60.960 | -79 | -84 | -77 | -83 | -70 | -100 | -79 | -84 |
| G | 1723693437.136 | 217.366 | 104.597 | 60.960 | -83 | -85 | -81 | -85 | -80 | -79 | -83 | -83 |
| H | 1723693482.140 | 135.005 | 21.617 | 60.960 | -80 | -73 | -79 | -72 | -80 | -70 | -78 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693200.149
- **Target RSSI fingerprint:** [-82, -100, -75, -100, -75, -77, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.3628827805743,
44.906959533691406,
60.96
] | 8 |
31,364 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696637.142 | 80.663 | 79.675 | 42.672 | -81 | -100 | -74 | -70 | -77 | -74 | -69 | -70 |
| B | 1723696659.153 | 129.061 | 44.708 | 42.672 | -70 | -70 | -74 | -100 | -77 | -67 | -76 | -70 |
| C | 1723696802.149 | 30.567 | 53.586 | 42.672 | -78 | -100 | -71 | -66 | -73 | -88 | -73 | -72 |
| D | 1723696631.148 | 54.341 | 65.994 | 42.672 | -85 | -82 | -76 | -73 | -73 | -81 | -75 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696896.163
- **Target RSSI fingerprint:** [-78, -71, -100, -80, -100, -80, -82, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05794867363854,
3.6758947372436523,
42.672000000000004
] | 4 |
44,259 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129787.142 | 12.736 | 111.909 | 60.960 | -72 | -75 | -100 | -66 | -78 | -82 | -78 | -73 |
| B | 1724130215.122 | 78.116 | 77.751 | 60.960 | -79 | -80 | -75 | -73 | -83 | -69 | -74 | -69 |
| C | 1724129999.131 | 57.738 | 0.902 | 60.960 | -79 | -77 | -81 | -85 | -73 | -68 | -71 | -64 |
| D | 1724130387.144 | 25.473 | 71.408 | 60.960 | -78 | -79 | -78 | -83 | -69 | -79 | -77 | -64 |
| E | 1724130002.146 | 57.738 | 1.433 | 60.960 | -77 | -100 | -73 | -100 | -71 | -82 | -69 | -62 |
| F | 1724129722.131 | 9.340 | 114.059 | 60.960 | -100 | -100 | -96 | -94 | -91 | -100 | -91 | -88 |
| G | 1724129796.124 | 29.718 | 75.296 | 60.960 | -77 | -74 | -100 | -72 | -76 | -85 | -78 | -72 |
| H | 1724130324.143 | 115.476 | 62.092 | 60.960 | -81 | -100 | -73 | -83 | -100 | -71 | -73 | -76 |
| I | 1724130207.119 | 43.303 | 60.964 | 60.960 | -83 | -84 | -80 | -83 | -80 | -80 | -70 | -72 |
| J | 1724130291.125 | 29.718 | 53.400 | 60.960 | -76 | -75 | -78 | -77 | -70 | -76 | -74 | -63 |
| K | 1724130506.130 | 0.849 | 123.109 | 60.960 | -100 | -100 | -91 | -94 | -80 | -100 | -94 | -78 |
| L | 1724130225.133 | 88.305 | 56.399 | 60.960 | -77 | -74 | -83 | -78 | -84 | -70 | -78 | -69 |
| M | 1724129924.130 | 33.963 | 52.670 | 60.960 | -78 | -79 | -79 | -83 | -69 | -73 | -76 | -63 |
| N | 1724129862.135 | 100.192 | 25.572 | 60.960 | -75 | -74 | -100 | -74 | -80 | -75 | -74 | -66 |
| O | 1724130031.138 | 74.720 | 76.650 | 60.960 | -100 | -80 | -75 | -81 | -82 | -69 | -77 | -69 |
| P | 1724130030.132 | 71.323 | 74.911 | 60.960 | -100 | -77 | -73 | -73 | -81 | -69 | -71 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130057.129
- **Target RSSI fingerprint:** [-82, -84, -76, -78, -87, -74, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
111.23026525102556,
25.943589210510254,
60.96
] | 16 |
24,463 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943212.160 | 12.736 | 84.745 | 60.960 | -77 | -71 | -77 | -74 | -79 | -76 | -70 | -72 |
| B | 1725942895.163 | 36.510 | 17.185 | 60.960 | -100 | -100 | -100 | -100 | -75 | -67 | -75 | -100 |
| C | 1725942973.157 | 58.586 | 28.863 | 60.960 | -72 | -73 | -78 | -72 | -77 | -79 | -76 | -62 |
| D | 1725943185.146 | 39.057 | 11.797 | 60.960 | -73 | -75 | -70 | -75 | -76 | -74 | -68 | -71 |
| E | 1725943468.155 | 93.397 | 24.537 | 60.960 | -77 | -78 | -77 | -76 | -76 | -74 | -77 | -69 |
| F | 1725942989.159 | 22.925 | 13.801 | 60.960 | -77 | -76 | -74 | -74 | -78 | -75 | -76 | -72 |
| G | 1725943339.155 | 104.435 | 27.483 | 60.960 | -74 | -75 | -74 | -73 | -78 | -74 | -72 | -69 |
| H | 1725943161.161 | 65.378 | 71.766 | 60.960 | -84 | -84 | -72 | -84 | -76 | -73 | -78 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943132.155
- **Target RSSI fingerprint:** [-71, -74, -75, -72, -77, -77, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.1900230787524,
2.892942428588867,
60.96
] | 8 |
8,600 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000007.236 | 71.321 | 153.724 | 42.672 | -92 | -89 | -76 | -92 | -85 | -80 | -78 | -82 |
| B | 1731999703.217 | 52.642 | 105.407 | 42.672 | -88 | -88 | -84 | -82 | -76 | -83 | -77 | -84 |
| C | 1732000261.231 | 7.642 | 9.356 | 42.672 | -96 | -97 | -94 | -98 | -91 | -92 | -87 | -79 |
| D | 1731999923.249 | 123.963 | 161.859 | 42.672 | -93 | -89 | -82 | -79 | -68 | -82 | -82 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000186.221
- **Target RSSI fingerprint:** [-78, -74, -76, -73, -82, -77, -71, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.170002782233887,
22.718887329101562,
42.672000000000004
] | 4 |
25,171 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941098.148 | 106.983 | 53.519 | 51.816 | -66 | -77 | -79 | -74 | -71 | -69 | -74 | -61 |
| B | 1725941143.161 | 4.245 | 54.780 | 51.816 | -84 | -73 | -67 | -75 | -72 | -60 | -71 | -63 |
| C | 1725940932.155 | 10.189 | 75.017 | 51.816 | -81 | -59 | -74 | -77 | -75 | -72 | -76 | -65 |
| D | 1725941308.172 | 107.832 | 36.679 | 51.816 | -77 | -84 | -78 | -73 | -74 | -79 | -77 | -59 |
| E | 1725941204.156 | 72.171 | 82.502 | 51.816 | -76 | -75 | -78 | -81 | -81 | -77 | -75 | -70 |
| F | 1725940911.161 | 98.492 | 34.131 | 51.816 | -84 | -86 | -73 | -76 | -73 | -75 | -71 | -62 |
| G | 1725940983.150 | 104.435 | 31.942 | 51.816 | -79 | -100 | -66 | -75 | -74 | -66 | -67 | -63 |
| H | 1725940921.159 | 53.491 | 56.001 | 51.816 | -84 | -79 | -74 | -79 | -77 | -74 | -71 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941005.157
- **Target RSSI fingerprint:** [-68, -82, -72, -71, -70, -73, -71, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22730730113642,
85.59393882751465,
51.816
] | 8 |
10,572 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008364.142 | 74.717 | 87.651 | 51.816 | -86 | -90 | -78 | -71 | -75 | -73 | -86 | -82 |
| B | 1723007999.133 | 44.151 | 83.073 | 51.816 | -84 | -82 | -74 | -88 | -100 | -68 | -78 | -75 |
| C | 1723008575.146 | 13.585 | 83.935 | 51.816 | -87 | -90 | -84 | -69 | -72 | -79 | -82 | -74 |
| D | 1723007966.146 | 101.887 | 0.000 | 51.816 | -75 | -73 | -78 | -88 | -85 | -77 | -74 | -78 |
| E | 1723008241.176 | 7.642 | 74.208 | 51.816 | -77 | -81 | -83 | -74 | -76 | -83 | -72 | -70 |
| F | 1723008282.161 | 142.642 | 8.891 | 51.816 | -83 | -87 | -68 | -71 | -72 | -81 | -84 | -80 |
| G | 1723008295.164 | 151.133 | 22.122 | 51.816 | -79 | -88 | -72 | -90 | -89 | -73 | -80 | -84 |
| H | 1723008397.180 | 158.775 | 12.673 | 51.816 | -72 | -74 | -77 | -70 | -71 | -71 | -75 | -81 |
| I | 1723008562.159 | 18.679 | 56.386 | 51.816 | -88 | -76 | -78 | -77 | -78 | -69 | -77 | -67 |
| J | 1723008024.157 | 28.019 | 37.104 | 51.816 | -83 | -71 | -75 | -77 | -74 | -66 | -67 | -72 |
| K | 1723008546.150 | 57.736 | 40.422 | 51.816 | -85 | -84 | -79 | -100 | -86 | -80 | -75 | -76 |
| L | 1723008355.170 | 30.566 | 84.997 | 51.816 | -82 | -87 | -100 | -68 | -69 | -100 | -83 | -72 |
| M | 1723008601.143 | 130.756 | 88.500 | 51.816 | -79 | -82 | -100 | -70 | -78 | -100 | -86 | -78 |
| N | 1723008268.154 | 74.717 | 7.989 | 51.816 | -85 | -86 | -70 | -76 | -72 | -79 | -81 | -70 |
| O | 1723008088.156 | 101.038 | 41.642 | 51.816 | -81 | -72 | -76 | -87 | -78 | -77 | -74 | -80 |
| P | 1723008344.160 | 1.698 | 81.400 | 51.816 | -80 | -84 | -80 | -82 | -76 | -83 | -79 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008315.133
- **Target RSSI fingerprint:** [-85, -83, -80, -90, -85, -77, -77, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.54778090457587,
41.7087984085083,
51.816
] | 16 |
32,221 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130258.146 | 135.854 | 58.310 | 60.960 | -79 | -84 | -82 | -74 | -74 | -82 | -71 | -67 |
| B | 1724130186.116 | 55.191 | 0.770 | 60.960 | -80 | -84 | -78 | -84 | -87 | -77 | -73 | -79 |
| C | 1724129837.158 | 39.058 | 56.956 | 60.960 | -76 | -80 | -80 | -77 | -79 | -79 | -70 | -71 |
| D | 1724129893.130 | 129.910 | 70.957 | 60.960 | -78 | -81 | -83 | -80 | -75 | -81 | -70 | -63 |
| E | 1724129891.119 | 135.005 | 62.251 | 60.960 | -78 | -82 | -84 | -76 | -73 | -81 | -72 | -66 |
| F | 1724130320.143 | 96.796 | 53.307 | 60.960 | -79 | -84 | -82 | -84 | -73 | -73 | -73 | -76 |
| G | 1724129831.128 | 33.114 | 52.299 | 60.960 | -76 | -81 | -100 | -74 | -78 | -80 | -68 | -65 |
| H | 1724129982.142 | 126.514 | 33.627 | 60.960 | -75 | -77 | -78 | -83 | -81 | -72 | -77 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130139.127
- **Target RSSI fingerprint:** [-76, -82, -80, -82, -72, -74, -72, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53209326246028,
56.10715866088867,
60.96
] | 8 |
17,088 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839187.168 | 69.623 | 136.380 | 51.816 | -71 | -77 | -80 | -79 | -72 | -70 | -69 | -68 |
| B | 1722839315.169 | 127.359 | 132.478 | 51.816 | -87 | -85 | -85 | -86 | -93 | -68 | -70 | -82 |
| C | 1722838875.169 | 45.849 | 95.587 | 51.816 | -85 | -77 | -77 | -84 | -70 | -71 | -77 | -71 |
| D | 1722838810.158 | 134.152 | 121.928 | 51.816 | -82 | -82 | -81 | -69 | -89 | -82 | -74 | -76 |
| E | 1722839029.199 | 101.888 | 179.057 | 51.816 | -76 | -86 | -83 | -81 | -88 | -77 | -74 | -84 |
| F | 1722839289.149 | 56.038 | 104.650 | 51.816 | -83 | -89 | -84 | -88 | -83 | -82 | -75 | -70 |
| G | 1722839246.177 | 79.812 | 182.401 | 51.816 | -83 | -67 | -77 | -71 | -86 | -74 | -74 | -72 |
| H | 1722839153.190 | 33.963 | 98.161 | 51.816 | -77 | -83 | -81 | -83 | -77 | -86 | -71 | -80 |
| I | 1722838932.157 | 72.170 | 64.720 | 51.816 | -91 | -80 | -73 | -75 | -93 | -75 | -87 | -86 |
| J | 1722839280.164 | 45.000 | 92.441 | 51.816 | -77 | -100 | -100 | -100 | -68 | -80 | -68 | -69 |
| K | 1722838728.164 | 66.227 | 63.976 | 51.816 | -92 | -100 | -68 | -67 | -72 | -76 | -90 | -71 |
| L | 1722838724.171 | 58.585 | 56.174 | 51.816 | -83 | -83 | -81 | -84 | -73 | -78 | -82 | -74 |
| M | 1722838772.154 | 54.340 | 154.719 | 51.816 | -81 | -85 | -85 | -85 | -72 | -79 | -80 | -68 |
| N | 1722838812.175 | 129.058 | 130.076 | 51.816 | -87 | -77 | -75 | -67 | -85 | -76 | -72 | -76 |
| O | 1722838890.182 | 101.038 | 141.794 | 51.816 | -84 | -86 | -85 | -86 | -80 | -80 | -79 | -69 |
| P | 1722839040.165 | 89.152 | 190.244 | 51.816 | -84 | -69 | -100 | -82 | -90 | -83 | -75 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838763.183
- **Target RSSI fingerprint:** [-88, -82, -83, -87, -70, -76, -86, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.30219033492219,
154.73260879516602,
51.816
] | 16 |
2,350 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004713.167 | 125.661 | 50.029 | 60.960 | -77 | -79 | -79 | -82 | -81 | -71 | -74 | -63 |
| B | 1723004736.152 | 39.057 | 45.809 | 60.960 | -79 | -83 | -77 | -68 | -83 | -72 | -88 | -69 |
| C | 1723004780.153 | 96.793 | 91.738 | 60.960 | -78 | -86 | -86 | -85 | -83 | -86 | -71 | -65 |
| D | 1723004682.156 | 43.302 | 11.200 | 60.960 | -100 | -86 | -81 | -79 | -74 | -83 | -73 | -59 |
| E | 1723004638.154 | 53.491 | 88.805 | 60.960 | -78 | -85 | -82 | -83 | -85 | -82 | -89 | -75 |
| F | 1723004388.143 | 84.057 | 8.334 | 60.960 | -76 | -78 | -83 | -78 | -75 | -69 | -85 | -65 |
| G | 1723004993.144 | 64.529 | 91.154 | 60.960 | -82 | -81 | -87 | -86 | -81 | -86 | -70 | -80 |
| H | 1723004549.150 | 28.868 | 90.398 | 60.960 | -82 | -80 | -84 | -83 | -77 | -89 | -69 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004776.151
- **Target RSSI fingerprint:** [-84, -80, -85, -85, -81, -86, -70, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41559936377485,
91.1674976348877,
60.96
] | 8 |
2,347 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004664.156 | 11.038 | 43.726 | 60.960 | -76 | -77 | -70 | -74 | -73 | -69 | -75 | -69 |
| B | 1723004361.159 | 127.359 | 72.191 | 60.960 | -87 | -89 | -100 | -85 | -87 | -73 | -67 | -59 |
| C | 1723004648.147 | 4.245 | 85.249 | 60.960 | -83 | -80 | -74 | -82 | -77 | -86 | -87 | -80 |
| D | 1723004741.140 | 16.132 | 45.199 | 60.960 | -80 | -73 | -73 | -71 | -74 | -88 | -90 | -71 |
| E | 1723004406.154 | 69.623 | 59.518 | 60.960 | -82 | -91 | -84 | -88 | -85 | -76 | -75 | -78 |
| F | 1723004809.158 | 134.152 | 12.050 | 60.960 | -79 | -87 | -74 | -78 | -76 | -73 | -67 | -72 |
| G | 1723004332.210 | 78.963 | 10.032 | 60.960 | -76 | -85 | -74 | -80 | -78 | -73 | -68 | -78 |
| H | 1723004725.148 | 95.095 | 48.689 | 60.960 | -85 | -87 | -76 | -74 | -80 | -86 | -76 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004490.154
- **Target RSSI fingerprint:** [-85, -80, -84, -75, -75, -75, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.90651891841722,
26.381511688232422,
60.96
] | 8 |
32,344 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123059.130 | 26.322 | 20.861 | 60.960 | -78 | -77 | -82 | -76 | -73 | -78 | -84 | -80 |
| B | 1724123478.118 | 21.227 | 19.123 | 60.960 | -82 | -82 | -82 | -100 | -79 | -79 | -76 | -67 |
| C | 1724123472.142 | 40.756 | 28.943 | 60.960 | -84 | -81 | -79 | -79 | -77 | -82 | -70 | -65 |
| D | 1724123448.136 | 107.834 | 50.281 | 60.960 | -84 | -100 | -77 | -78 | -83 | -78 | -81 | -69 |
| E | 1724123134.127 | 9.340 | 42.200 | 60.960 | -100 | -76 | -87 | -78 | -71 | -80 | -79 | -66 |
| F | 1724123503.143 | 50.945 | 66.896 | 60.960 | -77 | -81 | -100 | -73 | -79 | -78 | -77 | -66 |
| G | 1724123321.131 | 26.322 | 52.431 | 60.960 | -81 | -81 | -88 | -78 | -77 | -79 | -76 | -68 |
| H | 1724123343.131 | 95.947 | 81.865 | 60.960 | -80 | -73 | -78 | -78 | -81 | -75 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123408.125
- **Target RSSI fingerprint:** [-74, -74, -80, -80, -69, -75, -85, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132630938875195,
30.7607364654541,
60.96
] | 8 |
24,010 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939377.150 | 102.737 | 43.832 | 42.672 | -75 | -73 | -81 | -77 | -73 | -79 | -59 | -73 |
| B | 1725939299.160 | 51.793 | 17.331 | 42.672 | -77 | -83 | -83 | -77 | -75 | -76 | -73 | -74 |
| C | 1725939643.152 | 54.340 | 11.864 | 42.672 | -76 | -82 | -81 | -72 | -100 | -76 | -83 | -75 |
| D | 1725939431.143 | 10.189 | 24.630 | 42.672 | -74 | -79 | -71 | -74 | -81 | -72 | -80 | -74 |
| E | 1725939481.172 | 70.473 | 75.867 | 42.672 | -83 | -78 | -85 | -72 | -77 | -75 | -71 | -73 |
| F | 1725939736.147 | 9.340 | 68.037 | 42.672 | -68 | -65 | -61 | -74 | -73 | -78 | -67 | -70 |
| G | 1725939519.151 | 0.849 | 21.126 | 42.672 | -69 | -73 | -100 | -65 | -71 | -66 | -76 | -68 |
| H | 1725939518.151 | 1.698 | 21.379 | 42.672 | -70 | -76 | -76 | -72 | -73 | -71 | -76 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939711.150
- **Target RSSI fingerprint:** [-74, -84, -83, -76, -71, -73, -79, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.698741145155374,
12.222018241882324,
42.672000000000004
] | 8 |
15,775 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004680.140 | 33.113 | 10.736 | 60.960 | -75 | -77 | -86 | -87 | -77 | -85 | -74 | -60 |
| B | 1723004889.153 | 21.227 | 11.373 | 60.960 | -75 | -82 | -77 | -78 | -83 | -83 | -73 | -67 |
| C | 1723004626.176 | 69.623 | 72.947 | 60.960 | -85 | -91 | -83 | -82 | -78 | -79 | -76 | -69 |
| D | 1723004910.156 | 94.246 | 12.992 | 60.960 | -77 | -83 | -70 | -71 | -79 | -68 | -72 | -61 |
| E | 1723004332.210 | 78.963 | 10.032 | 60.960 | -78 | -76 | -85 | -80 | -68 | -78 | -73 | -78 |
| F | 1723005118.152 | 80.661 | 2.933 | 60.960 | -94 | -100 | -86 | -93 | -100 | -95 | -92 | -80 |
| G | 1723004904.159 | 64.529 | 12.222 | 60.960 | -75 | -75 | -75 | -74 | -73 | -78 | -72 | -58 |
| H | 1723004728.162 | 79.812 | 48.039 | 60.960 | -100 | -81 | -80 | -77 | -75 | -70 | -85 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004683.150
- **Target RSSI fingerprint:** [-76, -76, -75, -81, -76, -79, -72, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
48.39654626372407,
11.359443664550781,
60.96
] | 8 |
42,811 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693158.156 | 211.422 | 114.510 | 60.960 | -72 | -72 | -64 | -100 | -84 | -73 | -75 | -68 |
| B | 1723693052.150 | 70.474 | 42.372 | 60.960 | -75 | -80 | -100 | -78 | -78 | -78 | -73 | -76 |
| C | 1723693461.152 | 183.403 | 34.423 | 60.960 | -83 | -83 | -83 | -70 | -78 | -79 | -74 | -81 |
| D | 1723693373.172 | 185.950 | 118.319 | 60.960 | -73 | -83 | -79 | -77 | -78 | -84 | -77 | -80 |
| E | 1723693118.151 | 169.817 | 78.945 | 60.960 | -76 | -81 | -82 | -78 | -78 | -84 | -79 | -80 |
| F | 1723693612.137 | 143.496 | 42.452 | 60.960 | -83 | -82 | -70 | -80 | -76 | -79 | -77 | -62 |
| G | 1723693043.140 | 28.869 | 62.835 | 60.960 | -76 | -79 | -90 | -84 | -100 | -77 | -73 | -76 |
| H | 1723693415.139 | 155.383 | 51.954 | 60.960 | -82 | -81 | -69 | -78 | -75 | -78 | -77 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693693.161
- **Target RSSI fingerprint:** [-100, -83, -90, -72, -82, -81, -80, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26681555354841,
33.91908645629883,
60.96
] | 8 |
25,786 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939541.158 | 18.679 | 108.207 | 42.672 | -63 | -77 | -71 | -77 | -71 | -74 | -75 | -67 |
| B | 1725939256.145 | 97.643 | 16.668 | 42.672 | -85 | -73 | -79 | -79 | -68 | -68 | -75 | -68 |
| C | 1725939752.156 | 20.378 | 124.834 | 42.672 | -75 | -77 | -78 | -80 | -72 | -76 | -74 | -69 |
| D | 1725939290.142 | 60.284 | 62.119 | 42.672 | -83 | -78 | -75 | -75 | -76 | -75 | -77 | -61 |
| E | 1725939259.327 | 100.190 | 29.407 | 42.672 | -84 | -73 | -75 | -79 | -69 | -76 | -75 | -61 |
| F | 1725939314.137 | 8.491 | 21.272 | 42.672 | -82 | -72 | -80 | -69 | -73 | -67 | -74 | -80 |
| G | 1725939466.160 | 108.681 | 43.633 | 42.672 | -82 | -73 | -76 | -71 | -68 | -78 | -73 | -62 |
| H | 1725939641.178 | 44.152 | 14.292 | 42.672 | -84 | -100 | -81 | -76 | -81 | -77 | -68 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939625.165
- **Target RSSI fingerprint:** [-76, -72, -78, -77, -74, -67, -74, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490680208210069,
28.146471977233887,
42.672000000000004
] | 8 |
7,976 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006617.167 | 147.737 | 8.360 | 42.672 | -84 | -83 | -83 | -84 | -71 | -78 | -74 | -83 |
| B | 1723006699.149 | 73.868 | 86.443 | 42.672 | -86 | -84 | -85 | -89 | -73 | -71 | -77 | -70 |
| C | 1723006691.130 | 35.661 | 82.993 | 42.672 | -91 | -86 | -85 | -86 | -71 | -70 | -74 | -80 |
| D | 1723006589.168 | 39.906 | 18.048 | 42.672 | -81 | -82 | -77 | -71 | -76 | -72 | -73 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006588.162
- **Target RSSI fingerprint:** [-87, -81, -77, -72, -74, -76, -70, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.35873740177857,
22.334046363830566,
42.672000000000004
] | 4 |
10,742 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999545.239 | 56.038 | 63.167 | 42.672 | -85 | -88 | -86 | -81 | -85 | -74 | -80 | -81 |
| B | 1731999674.240 | 33.113 | 143.453 | 42.672 | -90 | -78 | -76 | -89 | -86 | -78 | -93 | -88 |
| C | 1731999837.209 | 141.793 | 125.100 | 42.672 | -85 | -83 | -75 | -83 | -74 | -60 | -78 | -78 |
| D | 1732000185.230 | 30.566 | 25.891 | 42.672 | -89 | -78 | -83 | -75 | -87 | -77 | -78 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999377.215
- **Target RSSI fingerprint:** [-100, -90, -96, -89, -98, -88, -89, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.094375521668853,
1.8578529357910156,
42.672000000000004
] | 4 |
23,449 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939720.148 | 0.849 | 20.569 | 42.672 | -75 | -73 | -71 | -75 | -85 | -67 | -84 | -72 |
| B | 1725939554.157 | 33.114 | 115.081 | 42.672 | -100 | -73 | -100 | -100 | -63 | -100 | -71 | -69 |
| C | 1725939529.142 | 5.943 | 45.305 | 42.672 | -76 | -75 | -77 | -77 | -60 | -74 | -70 | -68 |
| D | 1725939675.130 | 101.039 | 51.662 | 42.672 | -72 | -77 | -76 | -76 | -81 | -77 | -69 | -76 |
| E | 1725939957.153 | 43.302 | 12.368 | 42.672 | -85 | -100 | -100 | -74 | -92 | -83 | -100 | -100 |
| F | 1725939719.151 | 5.094 | 19.813 | 42.672 | -74 | -74 | -68 | -74 | -81 | -75 | -82 | -71 |
| G | 1725939311.143 | 23.774 | 18.167 | 42.672 | -76 | -69 | -71 | -73 | -81 | -73 | -82 | -73 |
| H | 1725939608.142 | 17.830 | 62.172 | 42.672 | -75 | -72 | -75 | -75 | -69 | -72 | -66 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939113.140
- **Target RSSI fingerprint:** [-89, -100, -100, -88, -93, -86, -100, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60433302022933,
11.638121604919434,
42.672000000000004
] | 8 |
14,440 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004858.143 | 45.849 | 88.726 | 60.960 | -76 | -76 | -80 | -84 | -86 | -86 | -82 | -77 |
| B | 1723004491.162 | 129.057 | 31.106 | 60.960 | -82 | -86 | -80 | -76 | -75 | -76 | -78 | -73 |
| C | 1723005020.154 | 110.378 | 59.982 | 60.960 | -87 | -100 | -85 | -88 | -81 | -71 | -87 | -66 |
| D | 1723004642.152 | 33.113 | 87.213 | 60.960 | -81 | -75 | -82 | -81 | -87 | -100 | -78 | -74 |
| E | 1723004408.150 | 68.774 | 70.187 | 60.960 | -81 | -85 | -86 | -84 | -74 | -74 | -80 | -69 |
| F | 1723004866.144 | 5.943 | 86.417 | 60.960 | -85 | -75 | -85 | -81 | -87 | -87 | -82 | -81 |
| G | 1723004825.142 | 78.114 | 8.559 | 60.960 | -76 | -74 | -80 | -85 | -82 | -87 | -70 | -62 |
| H | 1723004563.154 | 103.586 | 94.259 | 60.960 | -83 | -87 | -87 | -86 | -83 | -70 | -85 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004515.181
- **Target RSSI fingerprint:** [-80, -76, -77, -68, -80, -85, -72, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.641857339489334,
44.77425575256348,
60.96
] | 8 |
5,310 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828631.153 | 79.812 | 16.920 | 42.672 | -96 | -97 | -81 | -81 | -81 | -90 | -67 | -77 |
| B | 1722828936.141 | 70.472 | 117.615 | 42.672 | -88 | -96 | -82 | -76 | -81 | -94 | -79 | -80 |
| C | 1722828490.147 | 70.472 | 56.810 | 42.672 | -88 | -92 | -87 | -86 | -90 | -79 | -79 | -77 |
| D | 1722828865.154 | 14.434 | 69.975 | 42.672 | -92 | -85 | -89 | -89 | -82 | -77 | -86 | -78 |
| E | 1722829014.159 | 126.510 | 63.366 | 42.672 | -92 | -92 | -77 | -81 | -80 | -88 | -72 | -79 |
| F | 1722828476.150 | 31.415 | 86.549 | 42.672 | -90 | -87 | -87 | -87 | -82 | -82 | -84 | -80 |
| G | 1722828505.150 | 98.491 | 35.551 | 42.672 | -94 | -87 | -84 | -79 | -84 | -80 | -87 | -81 |
| H | 1722828783.160 | 54.340 | 53.931 | 42.672 | -84 | -89 | -87 | -84 | -85 | -77 | -81 | -76 |
| I | 1722828770.161 | 25.472 | 40.687 | 42.672 | -83 | -81 | -100 | -100 | -85 | -73 | -100 | -72 |
| J | 1722828765.143 | 4.245 | 53.745 | 42.672 | -89 | -87 | -86 | -86 | -80 | -75 | -83 | -75 |
| K | 1722828515.149 | 120.567 | 55.629 | 42.672 | -93 | -82 | -84 | -71 | -85 | -83 | -83 | -83 |
| L | 1722828886.160 | 71.321 | 57.885 | 42.672 | -86 | -84 | -86 | -85 | -88 | -78 | -72 | -81 |
| M | 1722828912.147 | 126.510 | 65.489 | 42.672 | -101 | -91 | -86 | -84 | -98 | -85 | -86 | -98 |
| N | 1722828520.146 | 117.171 | 63.910 | 42.672 | -84 | -91 | -83 | -86 | -84 | -80 | -85 | -80 |
| O | 1722828611.165 | 119.718 | 71.328 | 42.672 | -87 | -76 | -84 | -81 | -81 | -87 | -73 | -80 |
| P | 1722828642.160 | 63.680 | 7.299 | 42.672 | -90 | -83 | -78 | -85 | -80 | -72 | -80 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828587.172
- **Target RSSI fingerprint:** [-80, -87, -78, -86, -80, -74, -75, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34000396487806,
56.90338134765625,
42.672000000000004
] | 16 |
20,289 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833471.163 | 78.963 | 54.236 | 60.960 | -88 | -80 | -89 | -88 | -73 | -85 | -85 | -81 |
| B | 1722833955.166 | 43.302 | 38.484 | 60.960 | -91 | -84 | -89 | -88 | -83 | -87 | -78 | -79 |
| C | 1722833800.160 | 106.982 | 40.607 | 60.960 | -81 | -90 | -100 | -72 | -81 | -80 | -85 | -78 |
| D | 1722833758.141 | 39.906 | 37.369 | 60.960 | -93 | -85 | -86 | -89 | -84 | -82 | -76 | -80 |
| E | 1722833658.158 | 43.302 | 87.691 | 60.960 | -86 | -92 | -88 | -90 | -85 | -83 | -93 | -86 |
| F | 1722833927.156 | 20.378 | 75.376 | 60.960 | -85 | -88 | -86 | -81 | -90 | -86 | -78 | -82 |
| G | 1722833796.157 | 125.661 | 56.359 | 60.960 | -80 | -86 | -80 | -73 | -80 | -77 | -83 | -76 |
| H | 1722833746.154 | 14.434 | 48.344 | 60.960 | -85 | -91 | -87 | -84 | -79 | -88 | -77 | -76 |
| I | 1722833685.168 | 118.020 | 52.683 | 60.960 | -78 | -90 | -64 | -78 | -81 | -78 | -79 | -77 |
| J | 1722833662.155 | 56.887 | 75.522 | 60.960 | -82 | -85 | -83 | -86 | -71 | -83 | -81 | -76 |
| K | 1722833863.137 | 72.170 | 61.084 | 60.960 | -90 | -91 | -88 | -87 | -75 | -84 | -81 | -79 |
| L | 1722833108.167 | 67.076 | 0.173 | 60.960 | -94 | -95 | -80 | -72 | -100 | -79 | -91 | -96 |
| M | 1722833668.172 | 79.812 | 55.324 | 60.960 | -89 | -82 | -84 | -89 | -73 | -85 | -81 | -80 |
| N | 1722833825.162 | 31.415 | 34.384 | 60.960 | -98 | -82 | -100 | -100 | -91 | -100 | -75 | -79 |
| O | 1722833701.132 | 106.133 | 86.257 | 60.960 | -89 | -86 | -85 | -81 | -92 | -74 | -81 | -76 |
| P | 1722833502.150 | 112.076 | 81.109 | 60.960 | -86 | -83 | -82 | -83 | -86 | -68 | -81 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833647.135
- **Target RSSI fingerprint:** [-85, -84, -88, -100, -82, -84, -78, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924689014497538,
76.87530040740967,
60.96
] | 16 |
34,660 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693045.176 | 38.209 | 58.045 | 60.960 | -100 | -76 | -100 | -90 | -78 | -73 | -82 | -78 |
| B | 1723693622.136 | 181.704 | 78.255 | 60.960 | -80 | -76 | -76 | -66 | -80 | -76 | -81 | -65 |
| C | 1723693124.154 | 182.553 | 53.320 | 60.960 | -73 | -81 | -78 | -81 | -82 | -81 | -73 | -79 |
| D | 1723693153.137 | 221.611 | 92.707 | 60.960 | -78 | -80 | -83 | -64 | -75 | -78 | -83 | -70 |
| E | 1723693296.158 | 119.721 | 61.070 | 60.960 | -84 | -81 | -81 | -82 | -81 | -77 | -78 | -68 |
| F | 1723693242.147 | 227.555 | 81.998 | 60.960 | -71 | -73 | -76 | -78 | -85 | -78 | -75 | -83 |
| G | 1723693662.146 | 177.459 | 30.349 | 60.960 | -81 | -79 | -75 | -100 | -75 | -73 | -70 | -100 |
| H | 1723693133.174 | 189.346 | 41.032 | 60.960 | -83 | -82 | -74 | -64 | -79 | -76 | -75 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693696.146
- **Target RSSI fingerprint:** [-81, -100, -100, -100, -79, -77, -69, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.68144139028715,
40.381760597229004,
60.96
] | 8 |
1,623 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004909.148 | 89.152 | 13.098 | 60.960 | -81 | -82 | -74 | -77 | -77 | -68 | -71 | -60 |
| B | 1723004413.138 | 67.076 | 88.898 | 60.960 | -84 | -87 | -78 | -76 | -87 | -74 | -76 | -70 |
| C | 1723004658.144 | 2.547 | 73.677 | 60.960 | -79 | -75 | -73 | -76 | -77 | -71 | -72 | -73 |
| D | 1723005013.160 | 127.359 | 89.761 | 60.960 | -86 | -87 | -89 | -83 | -83 | -86 | -72 | -58 |
| E | 1723004741.140 | 16.132 | 45.199 | 60.960 | -75 | -80 | -73 | -71 | -90 | -74 | -88 | -71 |
| F | 1723004339.148 | 95.944 | 41.443 | 60.960 | -88 | -77 | -87 | -83 | -68 | -86 | -71 | -75 |
| G | 1723004462.150 | 35.661 | 11.890 | 60.960 | -85 | -77 | -86 | -86 | -77 | -86 | -81 | -61 |
| H | 1723004817.150 | 121.416 | 9.462 | 60.960 | -85 | -82 | -73 | -70 | -74 | -68 | -86 | -71 |
| I | 1723004343.157 | 106.133 | 59.199 | 60.960 | -88 | -79 | -89 | -84 | -67 | -85 | -72 | -75 |
| J | 1723004340.138 | 98.491 | 45.902 | 60.960 | -86 | -78 | -85 | -82 | -68 | -75 | -72 | -75 |
| K | 1723004713.167 | 125.661 | 50.029 | 60.960 | -81 | -84 | -82 | -79 | -81 | -71 | -74 | -63 |
| L | 1723004637.156 | 58.585 | 89.469 | 60.960 | -81 | -85 | -82 | -80 | -89 | -80 | -80 | -63 |
| M | 1723004806.140 | 133.303 | 23.781 | 60.960 | -85 | -78 | -81 | -79 | -66 | -77 | -70 | -65 |
| N | 1723004474.155 | 98.491 | 12.965 | 60.960 | -78 | -81 | -70 | -70 | -76 | -67 | -70 | -58 |
| O | 1723004531.141 | 8.491 | 53.015 | 60.960 | -86 | -82 | -81 | -83 | -80 | -81 | -77 | -70 |
| P | 1723004643.129 | 28.019 | 86.695 | 60.960 | -78 | -81 | -75 | -77 | -84 | -70 | -86 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004989.156
- **Target RSSI fingerprint:** [-78, -81, -75, -71, -76, -70, -68, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
42.45311075765269,
89.94662284851074,
60.96
] | 16 |
20,537 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006746.198 | 114.623 | 6.436 | 42.672 | -82 | -89 | -91 | -73 | -84 | -76 | -83 | -79 |
| B | 1723006340.156 | 16.132 | 81.520 | 42.672 | -80 | -84 | -86 | -86 | -85 | -79 | -75 | -78 |
| C | 1723006293.156 | 141.793 | 4.605 | 42.672 | -86 | -83 | -84 | -76 | -77 | -80 | -82 | -80 |
| D | 1723006245.163 | 196.133 | 22.055 | 42.672 | -87 | -81 | -75 | -84 | -84 | -85 | -82 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006453.205
- **Target RSSI fingerprint:** [-83, -86, -91, -84, -87, -78, -76, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5471866410303567,
74.96436595916748,
42.672000000000004
] | 4 |
35,555 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123171.159 | 107.834 | 58.297 | 60.960 | -76 | -84 | -72 | -70 | -77 | -71 | -69 | -70 |
| B | 1724123575.146 | 10.189 | 46.765 | 60.960 | -100 | -68 | -100 | -78 | -68 | -76 | -78 | -64 |
| C | 1724123553.161 | 61.983 | 43.633 | 60.960 | -100 | -80 | -75 | -81 | -77 | -76 | -74 | -66 |
| D | 1724123467.113 | 61.983 | 40.010 | 60.960 | -77 | -78 | -76 | -79 | -79 | -75 | -68 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123460.139
- **Target RSSI fingerprint:** [-75, -100, -74, -77, -84, -75, -70, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
92.55035643881033,
55.947914123535156,
60.96
] | 4 |
4,086 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006920.134 | 56.887 | 83.988 | 42.672 | -84 | -68 | -84 | -84 | -72 | -89 | -65 | -73 |
| B | 1723006368.160 | 45.849 | 10.085 | 42.672 | -84 | -79 | -72 | -76 | -76 | -73 | -75 | -63 |
| C | 1723006499.156 | 145.190 | 52.445 | 42.672 | -85 | -67 | -84 | -83 | -72 | -84 | -74 | -69 |
| D | 1723006839.156 | 132.454 | 8.745 | 42.672 | -85 | -71 | -84 | -89 | -71 | -86 | -83 | -85 |
| E | 1723006632.157 | 147.737 | 35.180 | 42.672 | -91 | -80 | -89 | -82 | -85 | -87 | -82 | -85 |
| F | 1723006692.141 | 40.755 | 83.471 | 42.672 | -84 | -70 | -85 | -88 | -74 | -87 | -72 | -80 |
| G | 1723006884.157 | 43.302 | 39.413 | 42.672 | -77 | -88 | -81 | -87 | -86 | -79 | -100 | -69 |
| H | 1723006362.149 | 33.962 | 29.009 | 42.672 | -85 | -81 | -78 | -80 | -81 | -70 | -74 | -69 |
| I | 1723006784.146 | 36.510 | 80.525 | 42.672 | -73 | -88 | -85 | -87 | -82 | -82 | -78 | -73 |
| J | 1723006642.155 | 132.454 | 39.347 | 42.672 | -88 | -85 | -83 | -78 | -85 | -80 | -100 | -79 |
| K | 1723006406.147 | 148.586 | 29.381 | 42.672 | -92 | -89 | -90 | -93 | -93 | -92 | -80 | -83 |
| L | 1723006877.152 | 78.963 | 39.838 | 42.672 | -85 | -88 | -86 | -87 | -87 | -85 | -100 | -80 |
| M | 1723006897.157 | 16.981 | 52.365 | 42.672 | -78 | -100 | -77 | -74 | -84 | -75 | -75 | -70 |
| N | 1723006324.149 | 66.227 | 82.303 | 42.672 | -88 | -91 | -88 | -85 | -88 | -92 | -82 | -71 |
| O | 1723006448.170 | 14.434 | 54.953 | 42.672 | -75 | -100 | -78 | -74 | -82 | -78 | -100 | -72 |
| P | 1723006033.143 | 211.416 | 1.460 | 42.672 | -100 | -96 | -100 | -96 | -103 | -89 | -92 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006807.166
- **Target RSSI fingerprint:** [-76, -86, -82, -73, -84, -73, -67, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
25.47186641030357,
45.50412654876709,
42.672000000000004
] | 16 |
16,671 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999712.345 | 137.548 | 95.706 | 42.672 | -75 | -83 | -76 | -80 | -78 | -80 | -75 | -69 |
| B | 1722999783.128 | 26.321 | 89.018 | 42.672 | -100 | -81 | -87 | -84 | -84 | -88 | -92 | -73 |
| C | 1722999789.132 | 0.849 | 87.133 | 42.672 | -78 | -82 | -84 | -73 | -83 | -70 | -89 | -79 |
| D | 1722999520.157 | 82.359 | 9.966 | 42.672 | -84 | -87 | -81 | -83 | -82 | -83 | -90 | -73 |
| E | 1722999739.145 | 118.020 | 13.549 | 42.672 | -76 | -82 | -74 | -79 | -79 | -75 | -80 | -74 |
| F | 1722999918.140 | 69.623 | 95.918 | 42.672 | -88 | -87 | -85 | -89 | -88 | -89 | -69 | -81 |
| G | 1723000045.149 | 38.208 | 13.947 | 42.672 | -88 | -85 | -83 | -88 | -89 | -89 | -71 | -76 |
| H | 1722999880.144 | 31.415 | 47.787 | 42.672 | -100 | -84 | -83 | -82 | -80 | -75 | -89 | -64 |
| I | 1723000074.166 | 137.548 | 34.901 | 42.672 | -81 | -85 | -80 | -77 | -84 | -75 | -71 | -75 |
| J | 1722999728.146 | 140.095 | 20.609 | 42.672 | -77 | -75 | -77 | -70 | -80 | -71 | -74 | -71 |
| K | 1722999717.183 | 138.397 | 75.986 | 42.672 | -73 | -76 | -78 | -86 | -78 | -83 | -73 | -61 |
| L | 1722999846.171 | 138.397 | 22.719 | 42.672 | -88 | -85 | -87 | -82 | -85 | -85 | -77 | -85 |
| M | 1722999752.153 | 76.416 | 10.444 | 42.672 | -100 | -100 | -83 | -86 | -82 | -84 | -85 | -74 |
| N | 1722999491.136 | 138.397 | 74.195 | 42.672 | -72 | -75 | -76 | -84 | -77 | -82 | -74 | -63 |
| O | 1722999611.142 | 127.359 | 13.456 | 42.672 | -79 | -81 | -75 | -75 | -73 | -70 | -69 | -82 |
| P | 1722999659.135 | 13.585 | 45.849 | 42.672 | -83 | -77 | -84 | -88 | -86 | -81 | -87 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999725.163
- **Target RSSI fingerprint:** [-78, -81, -83, -70, -66, -66, -71, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
35.57788372039795,
42.672000000000004
] | 16 |
13,890 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006521.155 | 117.171 | 6.091 | 42.672 | -88 | -80 | -84 | -87 | -89 | -72 | -76 | -83 |
| B | 1723006898.158 | 14.434 | 56.824 | 42.672 | -100 | -73 | -73 | -83 | -77 | -74 | -78 | -69 |
| C | 1723006615.233 | 137.548 | 8.546 | 42.672 | -70 | -83 | -92 | -71 | -83 | -86 | -80 | -85 |
| D | 1723006643.167 | 126.510 | 39.108 | 42.672 | -84 | -79 | -75 | -84 | -73 | -75 | -69 | -73 |
| E | 1723006923.149 | 70.472 | 85.979 | 42.672 | -74 | -85 | -88 | -77 | -86 | -91 | -100 | -71 |
| F | 1723006285.161 | 156.227 | 7.896 | 42.672 | -69 | -83 | -83 | -70 | -83 | -83 | -74 | -75 |
| G | 1723006947.163 | 144.341 | 77.605 | 42.672 | -73 | -88 | -87 | -81 | -82 | -86 | -84 | -82 |
| H | 1723006661.147 | 34.812 | 38.643 | 42.672 | -85 | -81 | -83 | -81 | -68 | -78 | -74 | -64 |
| I | 1723006549.136 | 65.378 | 81.122 | 42.672 | -91 | -87 | -84 | -90 | -86 | -89 | -77 | -71 |
| J | 1723006890.138 | 22.925 | 39.267 | 42.672 | -100 | -75 | -89 | -78 | -65 | -81 | -69 | -63 |
| K | 1723006581.155 | 19.528 | 51.463 | 42.672 | -89 | -80 | -71 | -85 | -87 | -72 | -77 | -62 |
| L | 1723006331.160 | 60.283 | 83.192 | 42.672 | -81 | -83 | -81 | -100 | -78 | -82 | -79 | -82 |
| M | 1723006532.150 | 95.944 | 7.073 | 42.672 | -80 | -84 | -75 | -75 | -77 | -76 | -74 | -75 |
| N | 1723006435.154 | 38.208 | 38.803 | 42.672 | -88 | -83 | -84 | -82 | -85 | -77 | -75 | -64 |
| O | 1723007043.163 | 208.869 | 4.578 | 42.672 | -87 | -100 | -97 | -91 | -103 | -95 | -94 | -106 |
| P | 1723006325.140 | 66.227 | 84.028 | 42.672 | -86 | -85 | -85 | -85 | -87 | -90 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006767.148
- **Target RSSI fingerprint:** [-79, -89, -85, -83, -89, -89, -81, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71747480355714,
59.8228645324707,
42.672000000000004
] | 16 |
27,111 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943430.147 | 31.416 | 105.659 | 60.960 | -100 | -75 | -75 | -72 | -79 | -70 | -80 | -72 |
| B | 1725943393.154 | 7.642 | 16.296 | 60.960 | -76 | -75 | -70 | -73 | -77 | -77 | -74 | -71 |
| C | 1725943337.161 | 102.737 | 18.645 | 60.960 | -73 | -74 | -78 | -74 | -79 | -75 | -72 | -68 |
| D | 1725943094.155 | 5.943 | 45.770 | 60.960 | -75 | -74 | -76 | -73 | -76 | -68 | -74 | -64 |
| E | 1725943299.163 | 0.000 | 21.113 | 60.960 | -68 | -73 | -74 | -76 | -77 | -70 | -75 | -70 |
| F | 1725943471.162 | 80.661 | 30.402 | 60.960 | -74 | -75 | -76 | -75 | -76 | -76 | -73 | -68 |
| G | 1725943154.161 | 76.416 | 64.096 | 60.960 | -86 | -100 | -75 | -82 | -68 | -77 | -77 | -80 |
| H | 1725943323.152 | 85.756 | 3.517 | 60.960 | -76 | -68 | -74 | -79 | -75 | -81 | -71 | -68 |
| I | 1725943443.173 | 81.511 | 65.489 | 60.960 | -74 | -77 | -79 | -73 | -78 | -66 | -79 | -65 |
| J | 1725943457.154 | 106.133 | 35.512 | 60.960 | -73 | -78 | -77 | -73 | -71 | -74 | -77 | -60 |
| K | 1725943218.160 | 17.830 | 111.684 | 60.960 | -84 | -75 | -78 | -75 | -78 | -79 | -76 | -77 |
| L | 1725942802.170 | 33.114 | 4.538 | 60.960 | -100 | -82 | -100 | -100 | -82 | -100 | -85 | -100 |
| M | 1725943496.169 | 5.943 | 52.126 | 60.960 | -74 | -67 | -76 | -73 | -75 | -68 | -71 | -66 |
| N | 1725943147.147 | 101.888 | 40.740 | 60.960 | -79 | -100 | -79 | -79 | -70 | -80 | -75 | -70 |
| O | 1725943516.170 | 39.906 | 16.469 | 60.960 | -78 | -71 | -73 | -77 | -76 | -80 | -70 | -71 |
| P | 1725943185.146 | 39.057 | 11.797 | 60.960 | -73 | -74 | -70 | -75 | -76 | -75 | -68 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943376.156
- **Target RSSI fingerprint:** [-73, -76, -78, -73, -79, -76, -74, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.189419492533105,
20.038270950317383,
60.96
] | 16 |
28,371 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937972.153 | 95.096 | 23.635 | 30.480 | -74 | -86 | -85 | -84 | -61 | -88 | -77 | -83 |
| B | 1725937754.148 | 63.680 | 35.857 | 30.480 | -74 | -100 | -85 | -83 | -60 | -81 | -74 | -76 |
| C | 1725937603.140 | 95.945 | 19.083 | 30.480 | -61 | -85 | -85 | -84 | -60 | -83 | -71 | -81 |
| D | 1725937685.166 | 10.189 | 82.183 | 30.480 | -100 | -82 | -76 | -79 | -64 | -67 | -58 | -47 |
| E | 1725938351.145 | 34.812 | 7.232 | 30.480 | -94 | -91 | -88 | -92 | -100 | -84 | -87 | -83 |
| F | 1725937821.151 | 97.643 | 6.609 | 30.480 | -100 | -77 | -76 | -74 | -74 | -75 | -100 | -70 |
| G | 1725938355.154 | 31.416 | 5.401 | 30.480 | -71 | -80 | -87 | -84 | -100 | -78 | -82 | -75 |
| H | 1725938125.137 | 6.793 | 60.181 | 30.480 | -100 | -67 | -79 | -72 | -66 | -60 | -59 | -48 |
| I | 1725937589.132 | 97.643 | 5.693 | 30.480 | -79 | -88 | -81 | -84 | -100 | -85 | -68 | -83 |
| J | 1725937790.158 | 13.585 | 21.445 | 30.480 | -75 | -73 | -73 | -79 | -100 | -65 | -67 | -60 |
| K | 1725937894.137 | 1.698 | 24.537 | 30.480 | -71 | -77 | -78 | -79 | -100 | -76 | -65 | -74 |
| L | 1725938097.143 | 54.340 | 8.214 | 30.480 | -71 | -82 | -78 | -78 | -80 | -78 | -64 | -74 |
| M | 1725937843.165 | 92.548 | 47.243 | 30.480 | -76 | -77 | -82 | -76 | -72 | -73 | -75 | -70 |
| N | 1725938227.146 | 2.547 | 42.014 | 30.480 | -70 | -71 | -83 | -76 | -69 | -76 | -63 | -65 |
| O | 1725937920.174 | 17.830 | 120.614 | 30.480 | -100 | -70 | -68 | -69 | -70 | -68 | -65 | -52 |
| P | 1725938055.132 | 98.492 | 25.108 | 30.480 | -76 | -84 | -83 | -81 | -62 | -80 | -74 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938160.142
- **Target RSSI fingerprint:** [-100, -74, -73, -74, -69, -74, -73, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83103248615305,
86.6422986984253,
30.48
] | 16 |
3,777 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841332.167 | 78.114 | 182.653 | 60.960 | -76 | -72 | -85 | -78 | -80 | -72 | -73 | -72 |
| B | 1722841365.169 | 41.604 | 93.052 | 60.960 | -84 | -84 | -71 | -82 | -73 | -73 | -84 | -71 |
| C | 1722841278.162 | 83.208 | 114.351 | 60.960 | -82 | -76 | -76 | -76 | -76 | -69 | -73 | -65 |
| D | 1722841070.156 | 73.019 | 125.710 | 60.960 | -81 | -76 | -73 | -69 | -73 | -68 | -73 | -65 |
| E | 1722840800.165 | 23.774 | 29.115 | 60.960 | -100 | -79 | -69 | -79 | -75 | -76 | -79 | -77 |
| F | 1722841195.170 | 125.661 | 134.164 | 60.960 | -78 | -80 | -85 | -79 | -79 | -80 | -70 | -67 |
| G | 1722841447.167 | 26.321 | 23.144 | 60.960 | -82 | -78 | -71 | -85 | -72 | -78 | -73 | -82 |
| H | 1722841038.184 | 18.679 | 116.355 | 60.960 | -87 | -83 | -74 | -72 | -81 | -78 | -80 | -71 |
| I | 1722841110.145 | 109.529 | 161.155 | 60.960 | -77 | -85 | -91 | -72 | -77 | -75 | -78 | -71 |
| J | 1722841401.189 | 128.208 | 132.292 | 60.960 | -76 | -79 | -87 | -78 | -75 | -81 | -71 | -68 |
| K | 1722841212.157 | 109.529 | 94.830 | 60.960 | -71 | -83 | -83 | -80 | -67 | -73 | -71 | -78 |
| L | 1722840938.170 | 15.283 | 127.780 | 60.960 | -76 | -81 | -73 | -77 | -84 | -75 | -72 | -77 |
| M | 1722840935.169 | 26.321 | 137.216 | 60.960 | -78 | -73 | -71 | -76 | -81 | -73 | -70 | -76 |
| N | 1722840870.175 | 91.699 | 101.651 | 60.960 | -83 | -75 | -77 | -78 | -78 | -70 | -76 | -66 |
| O | 1722841397.149 | 117.171 | 149.557 | 60.960 | -70 | -83 | -92 | -73 | -77 | -83 | -72 | -67 |
| P | 1722841053.177 | 36.510 | 147.248 | 60.960 | -86 | -86 | -76 | -86 | -86 | -75 | -73 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840799.173
- **Target RSSI fingerprint:** [-100, -82, -70, -81, -80, -78, -79, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528438677672614,
25.70472240447998,
60.96
] | 16 |
247 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828851.158 | 11.038 | 47.309 | 42.672 | -87 | -77 | -88 | -84 | -81 | -72 | -78 | -75 |
| B | 1722828841.202 | 55.189 | 15.752 | 42.672 | -85 | -77 | -85 | -77 | -78 | -73 | -74 | -78 |
| C | 1722828772.134 | 31.415 | 37.011 | 42.672 | -83 | -86 | -90 | -85 | -84 | -82 | -85 | -73 |
| D | 1722828621.176 | 118.020 | 50.653 | 42.672 | -91 | -91 | -77 | -75 | -80 | -89 | -78 | -78 |
| E | 1722828842.184 | 50.095 | 19.481 | 42.672 | -87 | -79 | -86 | -84 | -81 | -74 | -80 | -80 |
| F | 1722828965.159 | 6.793 | 55.125 | 42.672 | -85 | -79 | -88 | -88 | -84 | -75 | -80 | -74 |
| G | 1722828553.141 | 24.623 | 77.048 | 42.672 | -92 | -94 | -83 | -84 | -83 | -87 | -73 | -78 |
| H | 1722828529.147 | 84.906 | 98.811 | 42.672 | -88 | -99 | -83 | -86 | -79 | -90 | -86 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828526.157
- **Target RSSI fingerprint:** [-89, -100, -82, -83, -85, -90, -81, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.0950069385366,
87.59776592254639,
42.672000000000004
] | 8 |
14,420 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999627.149 | 137.548 | 47.163 | 42.672 | -75 | -74 | -70 | -75 | -74 | -71 | -69 | -100 |
| B | 1722999655.157 | 31.415 | 46.552 | 42.672 | -76 | -79 | -85 | -79 | -84 | -69 | -100 | -62 |
| C | 1722999806.147 | 14.434 | 32.818 | 42.672 | -84 | -79 | -81 | -87 | -85 | -77 | -69 | -67 |
| D | 1723000010.141 | 16.132 | 86.894 | 42.672 | -87 | -87 | -100 | -85 | -89 | -83 | -93 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000027.160
- **Target RSSI fingerprint:** [-85, -79, -86, -83, -80, -82, -68, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339684505872558,
50.87862968444824,
42.672000000000004
] | 4 |
31,087 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698140.181 | 118.023 | 54.541 | 51.816 | -77 | -81 | -77 | -70 | -79 | -84 | -68 | -74 |
| B | 1723698100.161 | 27.171 | 31.278 | 51.816 | -75 | -67 | -71 | -100 | -76 | -73 | -80 | -70 |
| C | 1723698177.165 | 21.227 | 38.232 | 51.816 | -100 | -75 | -74 | -70 | -100 | -63 | -75 | -63 |
| D | 1723698243.145 | 73.870 | 34.158 | 51.816 | -78 | -77 | -100 | -79 | -77 | -66 | -71 | -69 |
| E | 1723698437.154 | 37.360 | 58.257 | 51.816 | -76 | -100 | -73 | -100 | -74 | -100 | -73 | -65 |
| F | 1723698438.149 | 33.114 | 56.611 | 51.816 | -79 | -77 | -77 | -77 | -78 | -81 | -77 | -66 |
| G | 1723698011.141 | 26.322 | 55.523 | 51.816 | -77 | -79 | -78 | -76 | -76 | -75 | -74 | -73 |
| H | 1723698369.140 | 55.191 | 69.338 | 51.816 | -76 | -82 | -82 | -77 | -68 | -82 | -71 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698163.152
- **Target RSSI fingerprint:** [-77, -78, -76, -76, -77, -69, -73, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.548807278402656,
34.80820178985596,
51.816
] | 8 |
24,668 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937735.161 | 106.134 | 43.407 | 30.480 | -84 | -71 | -87 | -78 | -89 | -62 | -83 | -74 |
| B | 1725938100.135 | 53.491 | 8.002 | 30.480 | -70 | -79 | -80 | -79 | -79 | -85 | -81 | -71 |
| C | 1725937982.154 | 48.397 | 44.628 | 30.480 | -73 | -69 | -77 | -74 | -72 | -62 | -67 | -60 |
| D | 1725937630.139 | 59.435 | 76.530 | 30.480 | -77 | -77 | -84 | -75 | -84 | -75 | -81 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938185.153
- **Target RSSI fingerprint:** [-100, -64, -82, -68, -82, -62, -78, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68070484091338,
42.91640281677246,
30.48
] | 4 |
4,412 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008344.160 | 1.698 | 81.400 | 51.816 | -78 | -80 | -79 | -63 | -76 | -82 | -80 | -83 |
| B | 1723008103.162 | 27.170 | 40.329 | 51.816 | -80 | -89 | -81 | -75 | -82 | -100 | -68 | -70 |
| C | 1723008149.166 | 126.510 | 90.119 | 51.816 | -83 | -86 | -85 | -85 | -77 | -70 | -100 | -66 |
| D | 1723008158.177 | 136.699 | 81.546 | 51.816 | -70 | -86 | -82 | -84 | -78 | -72 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008323.150
- **Target RSSI fingerprint:** [-82, -86, -74, -74, -80, -86, -75, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.641857028290865,
39.811134338378906,
51.816
] | 4 |
34,961 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127048.164 | 97.645 | 22.467 | 42.672 | -64 | -100 | -100 | -69 | -76 | -70 | -74 | -66 |
| B | 1724127073.141 | 123.967 | 76.849 | 42.672 | -85 | -83 | -69 | -100 | -83 | -82 | -81 | -77 |
| C | 1724126859.142 | 95.947 | 27.072 | 42.672 | -100 | -85 | -87 | -79 | -81 | -73 | -78 | -80 |
| D | 1724126685.140 | 102.739 | 25.784 | 42.672 | -91 | -100 | -89 | -85 | -89 | -89 | -78 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127177.156
- **Target RSSI fingerprint:** [-87, -89, -100, -100, -62, -83, -100, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.888762510552645,
0.41138172149658203,
42.672000000000004
] | 4 |
6,929 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828964.137 | 5.094 | 55.192 | 42.672 | -85 | -90 | -76 | -86 | -82 | -86 | -78 | -74 |
| B | 1722828729.156 | 82.359 | 109.534 | 42.672 | -85 | -89 | -90 | -85 | -77 | -80 | -73 | -75 |
| C | 1722828546.151 | 50.095 | 99.634 | 42.672 | -86 | -82 | -89 | -83 | -82 | -89 | -87 | -78 |
| D | 1722828663.162 | 0.849 | 51.980 | 42.672 | -91 | -88 | -77 | -88 | -87 | -87 | -100 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828730.147
- **Target RSSI fingerprint:** [-85, -98, -96, -90, -78, -84, -89, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96281826146343,
113.35556983947754,
42.672000000000004
] | 4 |
18,488 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999941.216 | 146.888 | 123.799 | 42.672 | -85 | -77 | -84 | -84 | -100 | -81 | -81 | -63 |
| B | 1731999816.234 | 111.227 | 98.758 | 42.672 | -82 | -100 | -88 | -81 | -81 | -75 | -75 | -67 |
| C | 1731999822.225 | 112.925 | 99.515 | 42.672 | -92 | -84 | -85 | -86 | -84 | -87 | -88 | -84 |
| D | 1731999747.230 | 106.133 | 90.199 | 42.672 | -82 | -80 | -79 | -65 | -75 | -78 | -73 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999866.239
- **Target RSSI fingerprint:** [-84, -76, -81, -80, -72, -86, -81, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39688456392899,
193.58827590942383,
42.672000000000004
] | 4 |
42,645 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693655.177 | 202.932 | 55.590 | 60.960 | -78 | -75 | -80 | -82 | -82 | -73 | -76 | -78 |
| B | 1723693427.139 | 202.932 | 93.729 | 60.960 | -77 | -76 | -81 | -78 | -72 | -76 | -66 | -68 |
| C | 1723693145.145 | 227.555 | 79.622 | 60.960 | -85 | -79 | -76 | -79 | -70 | -74 | -63 | -69 |
| D | 1723693072.142 | 153.685 | 3.158 | 60.960 | -73 | -100 | -74 | -78 | -82 | -69 | -80 | -74 |
| E | 1723693325.159 | 186.799 | 47.349 | 60.960 | -80 | -74 | -85 | -80 | -84 | -80 | -82 | -81 |
| F | 1723693648.146 | 228.404 | 81.029 | 60.960 | -81 | -86 | -83 | -83 | -79 | -82 | -86 | -100 |
| G | 1723693430.170 | 213.121 | 103.350 | 60.960 | -81 | -79 | -81 | -76 | -78 | -78 | -69 | -73 |
| H | 1723693417.146 | 163.024 | 59.000 | 60.960 | -75 | -76 | -81 | -77 | -82 | -74 | -67 | -63 |
| I | 1723693545.150 | 226.706 | 80.883 | 60.960 | -79 | -80 | -74 | -79 | -69 | -74 | -63 | -69 |
| J | 1723693437.136 | 217.366 | 104.597 | 60.960 | -84 | -83 | -85 | -80 | -80 | -79 | -85 | -83 |
| K | 1723693525.140 | 185.101 | 44.297 | 60.960 | -78 | -70 | -83 | -79 | -82 | -78 | -100 | -100 |
| L | 1723693085.145 | 135.854 | 36.255 | 60.960 | -81 | -80 | -69 | -80 | -100 | -68 | -73 | -63 |
| M | 1723693549.145 | 225.857 | 82.383 | 60.960 | -75 | -75 | -77 | -79 | -71 | -76 | -69 | -73 |
| N | 1723693805.162 | 0.000 | 67.772 | 60.960 | -100 | -103 | -100 | -94 | -100 | -100 | -93 | -79 |
| O | 1723693306.142 | 157.081 | 94.843 | 60.960 | -78 | -78 | -79 | -81 | -75 | -74 | -72 | -68 |
| P | 1723693163.139 | 203.781 | 130.926 | 60.960 | -100 | -79 | -76 | -73 | -77 | -77 | -66 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693173.152
- **Target RSSI fingerprint:** [-77, -76, -78, -81, -71, -76, -78, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
183.402551204027,
115.34612655639648,
60.96
] | 16 |
20,342 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828448.209 | 46.698 | 24.059 | 42.672 | -85 | -85 | -87 | -86 | -74 | -87 | -73 | -81 |
| B | 1722828583.167 | 34.812 | 43.368 | 42.672 | -84 | -86 | -89 | -81 | -88 | -86 | -81 | -75 |
| C | 1722828833.162 | 70.472 | 7.949 | 42.672 | -95 | -73 | -75 | -91 | -73 | -84 | -86 | -81 |
| D | 1722829119.159 | 70.472 | 0.133 | 42.672 | -96 | -100 | -100 | -85 | -100 | -99 | -92 | -97 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828774.151
- **Target RSSI fingerprint:** [-81, -85, -84, -85, -71, -86, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26437735414635,
36.65278434753418,
42.672000000000004
] | 4 |
25,500 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939611.171 | 8.491 | 67.971 | 42.672 | -66 | -75 | -73 | -72 | -67 | -64 | -64 | -62 |
| B | 1725939280.146 | 66.227 | 79.927 | 42.672 | -79 | -76 | -71 | -76 | -69 | -67 | -69 | -65 |
| C | 1725939757.162 | 23.774 | 122.141 | 42.672 | -76 | -81 | -77 | -71 | -77 | -76 | -74 | -69 |
| D | 1725939591.152 | 95.096 | 27.496 | 42.672 | -85 | -81 | -77 | -80 | -75 | -75 | -72 | -65 |
| E | 1725939839.136 | 5.943 | 26.514 | 42.672 | -83 | -78 | -76 | -74 | -76 | -75 | -73 | -82 |
| F | 1725939675.130 | 101.039 | 51.662 | 42.672 | -79 | -76 | -76 | -76 | -72 | -76 | -77 | -69 |
| G | 1725939273.180 | 89.152 | 59.531 | 42.672 | -77 | -67 | -76 | -78 | -69 | -74 | -70 | -67 |
| H | 1725939362.148 | 70.473 | 78.839 | 42.672 | -82 | -84 | -77 | -76 | -74 | -79 | -76 | -65 |
| I | 1725939784.138 | 98.492 | 47.017 | 42.672 | -83 | -84 | -77 | -77 | -72 | -77 | -77 | -71 |
| J | 1725939708.150 | 52.642 | 13.695 | 42.672 | -78 | -84 | -75 | -76 | -79 | -79 | -69 | -70 |
| K | 1725939625.165 | 0.849 | 28.146 | 42.672 | -73 | -76 | -77 | -74 | -75 | -67 | -74 | -71 |
| L | 1725939847.137 | 44.152 | 18.141 | 42.672 | -81 | -66 | -77 | -72 | -78 | -72 | -73 | -76 |
| M | 1725939874.150 | 94.247 | 9.210 | 42.672 | -71 | -66 | -73 | -76 | -77 | -71 | -75 | -83 |
| N | 1725939654.146 | 100.190 | 1.234 | 42.672 | -73 | -79 | -73 | -76 | -73 | -70 | -69 | -77 |
| O | 1725939431.143 | 10.189 | 24.630 | 42.672 | -79 | -73 | -72 | -74 | -75 | -74 | -74 | -80 |
| P | 1725939596.162 | 73.869 | 37.913 | 42.672 | -78 | -77 | -75 | -74 | -74 | -66 | -73 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939817.143
- **Target RSSI fingerprint:** [-63, -80, -78, -74, -76, -75, -73, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339748229031075,
66.65710926055908,
42.672000000000004
] | 16 |
11,221 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006308.151 | 96.793 | 6.277 | 42.672 | -84 | -83 | -92 | -100 | -82 | -85 | -80 | -83 |
| B | 1723006292.158 | 146.888 | 5.375 | 42.672 | -68 | -70 | -84 | -80 | -78 | -78 | -67 | -73 |
| C | 1723006481.147 | 108.680 | 89.283 | 42.672 | -90 | -89 | -80 | -71 | -88 | -86 | -75 | -65 |
| D | 1723006497.150 | 141.793 | 63.366 | 42.672 | -86 | -76 | -82 | -72 | -76 | -71 | -76 | -82 |
| E | 1723006255.152 | 159.624 | 57.315 | 42.672 | -74 | -68 | -100 | -74 | -77 | -73 | -69 | -76 |
| F | 1723006380.142 | 84.906 | 10.178 | 42.672 | -85 | -87 | -77 | -78 | -80 | -85 | -77 | -73 |
| G | 1723006946.146 | 140.944 | 81.387 | 42.672 | -88 | -82 | -82 | -76 | -82 | -72 | -80 | -80 |
| H | 1723006384.143 | 104.435 | 9.502 | 42.672 | -92 | -91 | -80 | -79 | -79 | -81 | -84 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006559.156
- **Target RSSI fingerprint:** [-88, -88, -89, -78, -82, -87, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75498625648571,
79.40994262695312,
42.672000000000004
] | 8 |
13,692 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841318.162 | 101.888 | 173.882 | 60.960 | -74 | -76 | -75 | -71 | -73 | -76 | -73 | -70 |
| B | 1722840899.167 | 121.416 | 138.450 | 60.960 | -81 | -81 | -74 | -77 | -71 | -77 | -70 | -74 |
| C | 1722840974.169 | 91.699 | 135.053 | 60.960 | -77 | -78 | -73 | -74 | -78 | -72 | -70 | -69 |
| D | 1722841294.164 | 116.322 | 101.585 | 60.960 | -86 | -82 | -79 | -75 | -79 | -74 | -76 | -71 |
| E | 1722841154.183 | 22.925 | 111.949 | 60.960 | -91 | -73 | -83 | -73 | -76 | -83 | -75 | -77 |
| F | 1722841221.165 | 75.567 | 65.887 | 60.960 | -73 | -76 | -77 | -79 | -67 | -71 | -77 | -72 |
| G | 1722841343.170 | 37.359 | 146.160 | 60.960 | -79 | -76 | -75 | -79 | -82 | -73 | -77 | -72 |
| H | 1722841349.191 | 15.283 | 126.692 | 60.960 | -83 | -71 | -76 | -76 | -83 | -75 | -77 | -74 |
| I | 1722840935.169 | 26.321 | 137.216 | 60.960 | -73 | -71 | -78 | -76 | -81 | -70 | -76 | -73 |
| J | 1722841119.164 | 90.850 | 194.371 | 60.960 | -76 | -88 | -79 | -77 | -79 | -75 | -73 | -78 |
| K | 1722841351.158 | 11.887 | 124.131 | 60.960 | -81 | -68 | -79 | -72 | -81 | -72 | -72 | -72 |
| L | 1722841070.156 | 73.019 | 125.710 | 60.960 | -76 | -73 | -81 | -69 | -73 | -73 | -65 | -68 |
| M | 1722841424.172 | 83.208 | 71.288 | 60.960 | -74 | -82 | -83 | -83 | -70 | -73 | -80 | -75 |
| N | 1722841404.177 | 135.850 | 119.871 | 60.960 | -76 | -92 | -84 | -74 | -73 | -74 | -71 | -78 |
| O | 1722841229.167 | 66.227 | 64.467 | 60.960 | -82 | -79 | -79 | -89 | -78 | -79 | -86 | -78 |
| P | 1722841048.174 | 17.830 | 130.912 | 60.960 | -100 | -100 | -84 | -100 | -84 | -100 | -100 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841323.174
- **Target RSSI fingerprint:** [-75, -89, -86, -79, -85, -79, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.84969297873782,
192.93802738189697,
60.96
] | 16 |
34,568 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696516.145 | 61.134 | 67.175 | 42.672 | -77 | -75 | -77 | -75 | -100 | -65 | -71 | -64 |
| B | 1723696568.180 | 110.381 | 37.980 | 42.672 | -83 | -100 | -66 | -73 | -79 | -78 | -69 | -79 |
| C | 1723696631.148 | 54.341 | 65.994 | 42.672 | -85 | -83 | -81 | -76 | -82 | -73 | -72 | -73 |
| D | 1723696655.154 | 122.268 | 57.275 | 42.672 | -75 | -100 | -78 | -78 | -78 | -85 | -74 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696698.152
- **Target RSSI fingerprint:** [-83, -75, -86, -79, -79, -78, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.09606460314509,
62.98121452331543,
42.672000000000004
] | 4 |
33,525 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691267.140 | 145.194 | 19.003 | 51.816 | -100 | -100 | -100 | -73 | -69 | -100 | -70 | -83 |
| B | 1723691612.176 | 156.232 | 57.248 | 51.816 | -77 | -84 | -80 | -82 | -78 | -78 | -78 | -77 |
| C | 1723691826.153 | 208.875 | 107.211 | 51.816 | -73 | -82 | -82 | -83 | -80 | -76 | -82 | -81 |
| D | 1723691441.140 | 233.499 | 93.423 | 51.816 | -83 | -85 | -79 | -82 | -100 | -74 | -100 | -78 |
| E | 1723691988.148 | 6.793 | 75.946 | 51.816 | -82 | -100 | -100 | -100 | -107 | -100 | -96 | -100 |
| F | 1723691601.177 | 138.401 | 41.709 | 51.816 | -100 | -78 | -100 | -100 | -82 | -80 | -80 | -75 |
| G | 1723691559.148 | 205.479 | 136.234 | 51.816 | -69 | -71 | -80 | -87 | -100 | -79 | -77 | -79 |
| H | 1723691464.151 | 167.270 | 15.500 | 51.816 | -100 | -87 | -78 | -83 | -78 | -81 | -80 | -71 |
| I | 1723691275.142 | 148.590 | 19.056 | 51.816 | -100 | -76 | -100 | -82 | -75 | -100 | -80 | -74 |
| J | 1723691576.123 | 169.817 | 106.216 | 51.816 | -77 | -81 | -76 | -83 | -79 | -83 | -78 | -74 |
| K | 1723691717.156 | 178.308 | 78.083 | 51.816 | -100 | -85 | -77 | -80 | -100 | -75 | -82 | -75 |
| L | 1723691454.151 | 203.781 | 58.257 | 51.816 | -100 | -81 | -75 | -85 | -75 | -86 | -78 | -74 |
| M | 1723691499.138 | 138.401 | 86.085 | 51.816 | -74 | -100 | -81 | -80 | -79 | -79 | -77 | -75 |
| N | 1723691258.132 | 105.287 | 37.157 | 51.816 | -78 | -100 | -100 | -79 | -76 | -100 | -74 | -82 |
| O | 1723691522.168 | 186.799 | 58.390 | 51.816 | -100 | -86 | -77 | -82 | -81 | -74 | -82 | -72 |
| P | 1723691422.141 | 196.139 | 92.043 | 51.816 | -73 | -82 | -80 | -82 | -79 | -75 | -83 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691342.120
- **Target RSSI fingerprint:** [-74, -78, -80, -80, -78, -76, -78, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
227.55502407387695,
93.47654342651367,
51.816
] | 16 |
41,286 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691680.145 | 136.703 | 25.625 | 51.816 | -78 | -79 | -85 | -100 | -78 | -70 | -80 | -67 |
| B | 1723691721.140 | 187.648 | 60.991 | 51.816 | -100 | -83 | -86 | -79 | -75 | -84 | -74 | -80 |
| C | 1723691455.155 | 199.535 | 52.484 | 51.816 | -100 | -84 | -79 | -77 | -85 | -76 | -74 | -73 |
| D | 1723691760.150 | 204.630 | 143.347 | 51.816 | -72 | -82 | -71 | -79 | -78 | -76 | -80 | -78 |
| E | 1723691694.142 | 118.872 | 67.307 | 51.816 | -74 | -78 | -84 | -82 | -76 | -86 | -76 | -83 |
| F | 1723691814.156 | 163.024 | 67.374 | 51.816 | -76 | -82 | -82 | -81 | -78 | -78 | -76 | -76 |
| G | 1723691534.140 | 204.630 | 65.622 | 51.816 | -76 | -86 | -85 | -79 | -82 | -78 | -79 | -82 |
| H | 1723691430.143 | 219.913 | 114.669 | 51.816 | -74 | -79 | -77 | -100 | -76 | -83 | -82 | -78 |
| I | 1723691498.145 | 135.005 | 81.746 | 51.816 | -75 | -80 | -100 | -81 | -77 | -80 | -76 | -80 |
| J | 1723691824.154 | 201.233 | 100.550 | 51.816 | -71 | -83 | -77 | -81 | -74 | -78 | -77 | -78 |
| K | 1723691729.135 | 193.592 | 53.427 | 51.816 | -80 | -85 | -89 | -81 | -82 | -83 | -84 | -79 |
| L | 1723691416.151 | 174.063 | 72.257 | 51.816 | -75 | -84 | -83 | -81 | -80 | -79 | -78 | -78 |
| M | 1723691454.151 | 203.781 | 58.257 | 51.816 | -100 | -85 | -81 | -75 | -86 | -78 | -74 | -75 |
| N | 1723691549.147 | 224.159 | 99.541 | 51.816 | -74 | -85 | -72 | -79 | -85 | -74 | -83 | -72 |
| O | 1723691384.139 | 135.005 | 77.048 | 51.816 | -79 | -83 | -83 | -78 | -86 | -76 | -71 | -77 |
| P | 1723691475.135 | 151.986 | 5.812 | 51.816 | -100 | -82 | -82 | -82 | -81 | -69 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691398.150
- **Target RSSI fingerprint:** [-100, -83, -83, -76, -76, -77, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15557389430057,
49.418888092041016,
51.816
] | 16 |
40,894 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690222.159 | 143.496 | 7.684 | 42.672 | -100 | -100 | -82 | -85 | -85 | -81 | -72 | -68 |
| B | 1723689623.167 | 143.496 | 34.118 | 42.672 | -100 | -100 | -78 | -84 | -78 | -84 | -66 | -69 |
| C | 1723690047.167 | 160.477 | 99.475 | 42.672 | -100 | -80 | -88 | -87 | -81 | -88 | -87 | -81 |
| D | 1723689612.164 | 155.383 | 14.146 | 42.672 | -100 | -85 | -75 | -78 | -74 | -77 | -76 | -71 |
| E | 1723689644.186 | 151.137 | 92.189 | 42.672 | -100 | -84 | -100 | -81 | -81 | -79 | -79 | -81 |
| F | 1723689794.142 | 218.215 | 65.450 | 42.672 | -80 | -84 | -84 | -89 | -80 | -89 | -80 | -78 |
| G | 1723690199.161 | 202.932 | 45.809 | 42.672 | -85 | -87 | -86 | -88 | -80 | -87 | -74 | -74 |
| H | 1723689879.155 | 216.517 | 69.258 | 42.672 | -83 | -86 | -89 | -87 | -88 | -90 | -89 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689591.158
- **Target RSSI fingerprint:** [-79, -75, -81, -86, -79, -100, -77, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.681442342778865,
55.20477294921875,
42.672000000000004
] | 8 |
21,991 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939618.179 | 5.943 | 61.402 | 42.672 | -73 | -79 | -67 | -75 | -72 | -70 | -72 | -62 |
| B | 1725939556.152 | 39.057 | 109.985 | 42.672 | -81 | -83 | -78 | -76 | -78 | -79 | -77 | -71 |
| C | 1725939417.158 | 6.793 | 53.838 | 42.672 | -76 | -82 | -79 | -78 | -76 | -74 | -73 | -62 |
| D | 1725939873.156 | 96.794 | 7.073 | 42.672 | -80 | -70 | -75 | -74 | -73 | -65 | -74 | -83 |
| E | 1725939637.142 | 24.623 | 18.141 | 42.672 | -80 | -76 | -76 | -76 | -75 | -76 | -72 | -77 |
| F | 1725939849.150 | 49.246 | 17.172 | 42.672 | -74 | -64 | -67 | -68 | -68 | -72 | -58 | -73 |
| G | 1725939333.143 | 11.887 | 77.658 | 42.672 | -74 | -80 | -78 | -71 | -73 | -77 | -75 | -69 |
| H | 1725939559.147 | 50.944 | 100.098 | 42.672 | -80 | -82 | -79 | -76 | -81 | -79 | -76 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939588.148
- **Target RSSI fingerprint:** [-77, -81, -76, -82, -79, -75, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73723051934184,
25.426044464111328,
42.672000000000004
] | 8 |
7,704 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007042.152 | 209.718 | 4.830 | 42.672 | -106 | -102 | -100 | -104 | -97 | -99 | -101 | -107 |
| B | 1723006431.144 | 57.736 | 38.842 | 42.672 | -100 | -86 | -87 | -76 | -87 | -83 | -78 | -69 |
| C | 1723006033.143 | 211.416 | 1.460 | 42.672 | -92 | -96 | -100 | -89 | -96 | -103 | -93 | -84 |
| D | 1723006514.159 | 151.982 | 7.498 | 42.672 | -84 | -75 | -86 | -79 | -82 | -83 | -78 | -84 |
| E | 1723006896.180 | 19.528 | 48.039 | 42.672 | -81 | -75 | -74 | -76 | -100 | -85 | -78 | -71 |
| F | 1723006533.145 | 94.246 | 11.174 | 42.672 | -100 | -90 | -86 | -91 | -88 | -86 | -81 | -84 |
| G | 1723006278.152 | 146.888 | 39.532 | 42.672 | -75 | -84 | -82 | -84 | -67 | -72 | -73 | -81 |
| H | 1723006464.145 | 25.472 | 80.697 | 42.672 | -63 | -89 | -76 | -81 | -72 | -73 | -77 | -76 |
| I | 1723006952.156 | 160.473 | 58.522 | 42.672 | -79 | -88 | -86 | -87 | -70 | -78 | -78 | -82 |
| J | 1723006282.154 | 152.831 | 19.760 | 42.672 | -83 | -84 | -85 | -86 | -69 | -72 | -70 | -80 |
| K | 1723006316.150 | 81.510 | 44.243 | 42.672 | -78 | -89 | -88 | -88 | -82 | -83 | -79 | -65 |
| L | 1723006881.140 | 58.585 | 39.453 | 42.672 | -100 | -87 | -83 | -80 | -89 | -84 | -78 | -67 |
| M | 1723006857.179 | 147.737 | 34.861 | 42.672 | -83 | -83 | -92 | -91 | -78 | -84 | -77 | -83 |
| N | 1723006856.145 | 149.435 | 29.819 | 42.672 | -78 | -90 | -93 | -92 | -84 | -90 | -75 | -76 |
| O | 1723006258.159 | 149.435 | 68.276 | 42.672 | -76 | -83 | -87 | -82 | -83 | -89 | -80 | -86 |
| P | 1723006599.159 | 55.189 | 9.249 | 42.672 | -100 | -85 | -73 | -84 | -82 | -73 | -100 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006446.144
- **Target RSSI fingerprint:** [-100, -76, -74, -76, -100, -84, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.679368700889285,
46.512675285339355,
42.672000000000004
] | 16 |
31,039 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689597.169 | 91.701 | 42.744 | 42.672 | -69 | -78 | -71 | -100 | -71 | -75 | -76 | -74 |
| B | 1723690097.136 | 218.215 | 115.227 | 42.672 | -67 | -84 | -69 | -76 | -80 | -67 | -70 | -77 |
| C | 1723690047.167 | 160.477 | 99.475 | 42.672 | -82 | -88 | -77 | -100 | -81 | -81 | -87 | -88 |
| D | 1723689776.141 | 223.310 | 113.037 | 42.672 | -81 | -88 | -84 | -77 | -81 | -85 | -89 | -80 |
| E | 1723689885.154 | 233.499 | 86.881 | 42.672 | -100 | -85 | -100 | -83 | -100 | -100 | -100 | -82 |
| F | 1723690065.149 | 191.044 | 54.913 | 42.672 | -100 | -80 | -100 | -73 | -82 | -82 | -79 | -70 |
| G | 1723689941.171 | 135.854 | 48.477 | 42.672 | -72 | -73 | -77 | -76 | -80 | -86 | -81 | -75 |
| H | 1723689692.143 | 234.348 | 91.207 | 42.672 | -100 | -83 | -100 | -76 | -81 | -75 | -75 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689713.162
- **Target RSSI fingerprint:** [-70, -87, -71, -84, -84, -78, -85, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
192.74249882414404,
123.30835342407227,
42.672000000000004
] | 8 |
44,449 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123113.136 | 64.531 | 43.049 | 60.960 | -78 | -82 | -78 | -80 | -78 | -80 | -70 | -63 |
| B | 1724123536.138 | 101.890 | 36.958 | 60.960 | -83 | -100 | -79 | -74 | -78 | -77 | -68 | -63 |
| C | 1724123364.125 | 86.607 | 27.138 | 60.960 | -83 | -84 | -81 | -76 | -77 | -77 | -69 | -63 |
| D | 1724123187.120 | 83.210 | 25.745 | 60.960 | -84 | -82 | -80 | -76 | -77 | -78 | -72 | -62 |
| E | 1724123432.138 | 76.418 | 25.811 | 60.960 | -77 | -71 | -71 | -75 | -77 | -78 | -71 | -66 |
| F | 1724123239.131 | 31.416 | 0.040 | 60.960 | -78 | -78 | -80 | -79 | -76 | -78 | -83 | -75 |
| G | 1724123159.143 | 88.305 | 88.898 | 60.960 | -82 | -86 | -84 | -79 | -77 | -70 | -74 | -65 |
| H | 1724123399.131 | 10.189 | 42.080 | 60.960 | -82 | -79 | -82 | -88 | -80 | -79 | -80 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123424.154
- **Target RSSI fingerprint:** [-80, -76, -84, -85, -78, -85, -81, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
42.4542919444084,
8.665556907653809,
60.96
] | 8 |
790 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840803.173 | 36.510 | 39.174 | 60.960 | -85 | -93 | -71 | -80 | -80 | -79 | -77 | -80 |
| B | 1722841114.175 | 99.340 | 178.739 | 60.960 | -79 | -79 | -84 | -84 | -80 | -78 | -74 | -74 |
| C | 1722841246.150 | 10.189 | 125.737 | 60.960 | -86 | -77 | -77 | -82 | -72 | -82 | -80 | -74 |
| D | 1722841260.143 | 45.849 | 156.697 | 60.960 | -84 | -84 | -86 | -87 | -85 | -77 | -75 | -78 |
| E | 1722841357.162 | 16.132 | 120.415 | 60.960 | -89 | -83 | -100 | -81 | -81 | -79 | -83 | -81 |
| F | 1722841545.191 | 1.698 | 0.000 | 60.960 | -95 | -98 | -83 | -82 | -98 | -90 | -100 | -92 |
| G | 1722841053.177 | 36.510 | 147.248 | 60.960 | -84 | -89 | -84 | -86 | -86 | -73 | -75 | -84 |
| H | 1722841196.173 | 129.058 | 129.652 | 60.960 | -77 | -77 | -82 | -77 | -89 | -71 | -80 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841412.187
- **Target RSSI fingerprint:** [-82, -82, -100, -71, -78, -73, -78, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
129.90657033408306,
111.48444652557373,
60.96
] | 8 |
7,497 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008463.153 | 1.698 | 80.153 | 51.816 | -85 | -80 | -76 | -75 | -76 | -80 | -76 | -74 |
| B | 1723008038.163 | 50.944 | 7.405 | 51.816 | -83 | -84 | -83 | -83 | -86 | -74 | -71 | -77 |
| C | 1723008126.157 | 12.736 | 84.094 | 51.816 | -90 | -80 | -86 | -73 | -72 | -81 | -74 | -79 |
| D | 1723008020.155 | 18.679 | 54.382 | 51.816 | -68 | -82 | -69 | -74 | -76 | -76 | -71 | -73 |
| E | 1723007980.144 | 81.510 | 46.154 | 51.816 | -86 | -87 | -83 | -80 | -81 | -77 | -73 | -68 |
| F | 1723007983.171 | 76.416 | 61.216 | 51.816 | -87 | -87 | -81 | -82 | -81 | -80 | -73 | -69 |
| G | 1723008626.147 | 196.982 | 16.933 | 51.816 | -79 | -88 | -87 | -75 | -70 | -71 | -82 | -79 |
| H | 1723007924.155 | 144.341 | 76.835 | 51.816 | -71 | -72 | -79 | -83 | -77 | -81 | -82 | -81 |
| I | 1723008393.149 | 153.680 | 31.597 | 51.816 | -85 | -77 | -78 | -75 | -70 | -70 | -77 | -70 |
| J | 1723008246.145 | 21.227 | 51.476 | 51.816 | -67 | -82 | -67 | -75 | -75 | -76 | -73 | -62 |
| K | 1723007982.146 | 78.114 | 56.452 | 51.816 | -85 | -82 | -76 | -81 | -80 | -100 | -73 | -100 |
| L | 1723008578.146 | 27.170 | 84.944 | 51.816 | -89 | -83 | -84 | -75 | -72 | -81 | -75 | -72 |
| M | 1723008517.152 | 151.982 | 20.702 | 51.816 | -92 | -81 | -88 | -87 | -89 | -78 | -84 | -81 |
| N | 1723008308.162 | 127.359 | 42.877 | 51.816 | -80 | -86 | -82 | -86 | -91 | -77 | -86 | -83 |
| O | 1723008510.173 | 155.378 | 10.457 | 51.816 | -83 | -86 | -84 | -77 | -75 | -76 | -84 | -78 |
| P | 1723008506.149 | 142.642 | 9.913 | 51.816 | -88 | -86 | -85 | -72 | -71 | -66 | -85 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008456.168
- **Target RSSI fingerprint:** [-86, -79, -80, -83, -90, -81, -72, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
4.245311050668618,
82.55502223968506,
51.816
] | 16 |
41,402 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126777.138 | 130.759 | 71.979 | 42.672 | -84 | -100 | -83 | -100 | -86 | -82 | -86 | -84 |
| B | 1724126856.141 | 90.003 | 40.169 | 42.672 | -79 | -85 | -100 | -71 | -71 | -75 | -76 | -83 |
| C | 1724126731.151 | 47.549 | 62.172 | 42.672 | -74 | -72 | -79 | -82 | -100 | -76 | -62 | -75 |
| D | 1724126992.142 | 59.436 | 3.172 | 42.672 | -100 | -75 | -86 | -87 | -86 | -100 | -63 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127158.134
- **Target RSSI fingerprint:** [-85, -100, -82, -87, -89, -84, -100, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94827726495132,
41.21779441833496,
42.672000000000004
] | 4 |
2,393 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004982.141 | 7.642 | 87.505 | 60.960 | -76 | -79 | -84 | -81 | -75 | -74 | -68 | -81 |
| B | 1723004550.147 | 33.962 | 90.637 | 60.960 | -81 | -84 | -83 | -82 | -84 | -81 | -71 | -74 |
| C | 1723004844.138 | 69.623 | 73.319 | 60.960 | -85 | -81 | -86 | -88 | -82 | -74 | -75 | -69 |
| D | 1723004705.142 | 129.907 | 15.792 | 60.960 | -81 | -81 | -85 | -86 | -80 | -75 | -76 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004863.140
- **Target RSSI fingerprint:** [-88, -80, -82, -77, -85, -88, -81, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.377493163673293,
87.31908798217773,
60.96
] | 4 |
37,441 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128389.150 | 14.434 | 92.495 | 51.816 | -80 | -67 | -100 | -79 | -81 | -100 | -77 | -74 |
| B | 1724128527.136 | 37.360 | 47.043 | 51.816 | -83 | -75 | -85 | -80 | -81 | -79 | -73 | -70 |
| C | 1724128471.124 | 115.476 | 29.513 | 51.816 | -83 | -74 | -75 | -73 | -100 | -78 | -79 | -77 |
| D | 1724128945.129 | 120.570 | 33.481 | 51.816 | -79 | -83 | -82 | -84 | -100 | -67 | -81 | -75 |
| E | 1724128551.129 | 106.985 | 60.062 | 51.816 | -80 | -75 | -78 | -80 | -81 | -76 | -77 | -71 |
| F | 1724128516.142 | 46.700 | 63.366 | 51.816 | -82 | -100 | -80 | -81 | -75 | -70 | -79 | -79 |
| G | 1724128923.123 | 123.967 | 72.045 | 51.816 | -100 | -71 | -75 | -78 | -80 | -100 | -78 | -68 |
| H | 1724128687.129 | 101.041 | 92.083 | 51.816 | -80 | -100 | -81 | -82 | -70 | -71 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128618.138
- **Target RSSI fingerprint:** [-84, -100, -81, -80, -67, -85, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.96344015421103,
59.49110507965088,
51.816
] | 8 |
38,164 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696846.141 | 99.343 | 28.744 | 42.672 | -77 | -100 | -76 | -79 | -76 | -100 | -82 | -68 |
| B | 1723696482.140 | 123.117 | 53.320 | 42.672 | -76 | -77 | -100 | -75 | -68 | -77 | -71 | -100 |
| C | 1723696866.143 | 60.285 | 64.932 | 42.672 | -79 | -79 | -84 | -72 | -76 | -69 | -70 | -64 |
| D | 1723696911.162 | 27.171 | 34.131 | 42.672 | -79 | -100 | -76 | -100 | -83 | -75 | -75 | -82 |
| E | 1723696800.268 | 22.076 | 49.698 | 42.672 | -77 | -71 | -74 | -77 | -85 | -74 | -73 | -69 |
| F | 1723696359.153 | 13.585 | 53.639 | 42.672 | -72 | -73 | -62 | -100 | -80 | -74 | -71 | -75 |
| G | 1723696454.179 | 41.605 | 59.372 | 42.672 | -81 | -74 | -83 | -74 | -81 | -74 | -70 | -71 |
| H | 1723696876.153 | 37.360 | 54.900 | 42.672 | -74 | -76 | -81 | -76 | -83 | -75 | -79 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696457.146
- **Target RSSI fingerprint:** [-84, -73, -76, -72, -82, -70, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34149380680145,
66.31207942962646,
42.672000000000004
] | 8 |
43,989 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691496.156 | 126.514 | 72.748 | 51.816 | -86 | -79 | -80 | -76 | -100 | -83 | -78 | -78 |
| B | 1723691551.157 | 219.913 | 105.911 | 51.816 | -67 | -74 | -84 | -83 | -71 | -73 | -79 | -76 |
| C | 1723691730.129 | 195.290 | 56.001 | 51.816 | -75 | -85 | -85 | -79 | -87 | -81 | -77 | -79 |
| D | 1723691273.152 | 149.439 | 17.119 | 51.816 | -100 | -83 | -79 | -100 | -100 | -86 | -82 | -83 |
| E | 1723691818.141 | 178.308 | 81.148 | 51.816 | -79 | -79 | -80 | -76 | -80 | -79 | -78 | -79 |
| F | 1723691649.130 | 224.159 | 80.233 | 51.816 | -79 | -79 | -84 | -83 | -76 | -76 | -78 | -74 |
| G | 1723691663.139 | 171.515 | 21.803 | 51.816 | -87 | -100 | -80 | -71 | -80 | -76 | -70 | -72 |
| H | 1723691824.154 | 201.233 | 100.550 | 51.816 | -71 | -78 | -83 | -74 | -77 | -78 | -77 | -78 |
| I | 1723691275.142 | 148.590 | 19.056 | 51.816 | -100 | -80 | -82 | -100 | -76 | -80 | -74 | -75 |
| J | 1723691618.137 | 178.308 | 79.012 | 51.816 | -78 | -80 | -79 | -78 | -81 | -78 | -78 | -77 |
| K | 1723691760.150 | 204.630 | 143.347 | 51.816 | -69 | -78 | -82 | -78 | -71 | -76 | -80 | -78 |
| L | 1723691556.151 | 210.573 | 124.649 | 51.816 | -66 | -79 | -81 | -81 | -71 | -75 | -79 | -78 |
| M | 1723691665.131 | 163.874 | 14.252 | 51.816 | -87 | -100 | -83 | -83 | -88 | -78 | -72 | -75 |
| N | 1723691686.142 | 122.268 | 53.227 | 51.816 | -100 | -100 | -83 | -81 | -77 | -69 | -81 | -67 |
| O | 1723691574.162 | 176.610 | 112.825 | 51.816 | -81 | -78 | -87 | -86 | -82 | -82 | -77 | -78 |
| P | 1723691382.135 | 141.797 | 83.696 | 51.816 | -86 | -79 | -87 | -85 | -87 | -78 | -68 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691285.142
- **Target RSSI fingerprint:** [-100, -79, -78, -76, -79, -71, -79, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51380069778979,
53.9838981628418,
51.816
] | 16 |
10,860 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006824.169 | 57.736 | 9.249 | 42.672 | -84 | -83 | -84 | -80 | -75 | -79 | -80 | -79 |
| B | 1723006787.162 | 22.076 | 79.901 | 42.672 | -84 | -79 | -81 | -78 | -84 | -87 | -81 | -78 |
| C | 1723006298.148 | 114.623 | 3.477 | 42.672 | -81 | -84 | -74 | -83 | -82 | -87 | -72 | -83 |
| D | 1723006741.171 | 142.642 | 7.551 | 42.672 | -80 | -80 | -78 | -100 | -83 | -80 | -67 | -76 |
| E | 1723006480.144 | 104.435 | 89.111 | 42.672 | -85 | -79 | -87 | -72 | -84 | -75 | -77 | -64 |
| F | 1723006281.143 | 151.982 | 24.325 | 42.672 | -86 | -77 | -83 | -79 | -73 | -70 | -69 | -76 |
| G | 1723006684.148 | 4.245 | 79.091 | 42.672 | -84 | -87 | -87 | -83 | -73 | -73 | -81 | -76 |
| H | 1723006770.147 | 69.623 | 74.022 | 42.672 | -85 | -90 | -87 | -100 | -81 | -77 | -100 | -100 |
| I | 1723006872.151 | 104.435 | 39.957 | 42.672 | -81 | -81 | -86 | -100 | -87 | -90 | -74 | -81 |
| J | 1723006654.140 | 69.623 | 39.294 | 42.672 | -71 | -86 | -81 | -77 | -83 | -86 | -77 | -63 |
| K | 1723006547.168 | 67.925 | 76.331 | 42.672 | -87 | -92 | -85 | -84 | -82 | -77 | -78 | -73 |
| L | 1723006498.145 | 143.492 | 57.554 | 42.672 | -86 | -78 | -84 | -72 | -72 | -68 | -74 | -72 |
| M | 1723006573.151 | 1.698 | 77.605 | 42.672 | -84 | -84 | -81 | -77 | -83 | -81 | -79 | -79 |
| N | 1723006582.147 | 22.925 | 47.349 | 42.672 | -77 | -82 | -73 | -68 | -85 | -89 | -100 | -66 |
| O | 1723006301.140 | 100.189 | 3.132 | 42.672 | -83 | -86 | -82 | -87 | -87 | -89 | -76 | -85 |
| P | 1723006715.164 | 130.756 | 88.832 | 42.672 | -87 | -78 | -86 | -84 | -86 | -77 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006706.138
- **Target RSSI fingerprint:** [-90, -84, -90, -75, -88, -84, -77, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.67996335062855,
87.78355121612549,
42.672000000000004
] | 16 |
16,888 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008110.154 | 22.925 | 47.269 | 51.816 | -88 | -79 | -85 | -84 | -78 | -82 | -83 | -81 |
| B | 1723008497.139 | 99.340 | 9.807 | 51.816 | -89 | -87 | -86 | -84 | -76 | -75 | -76 | -77 |
| C | 1723008159.157 | 138.397 | 75.827 | 51.816 | -87 | -82 | -71 | -78 | -89 | -80 | -73 | -75 |
| D | 1723007957.150 | 142.642 | 2.203 | 51.816 | -73 | -69 | -77 | -100 | -87 | -85 | -89 | -68 |
| E | 1723008054.169 | 128.208 | 8.851 | 51.816 | -88 | -82 | -85 | -83 | -82 | -73 | -73 | -74 |
| F | 1723008296.160 | 149.435 | 28.744 | 51.816 | -80 | -85 | -84 | -81 | -84 | -88 | -92 | -70 |
| G | 1723008404.152 | 160.473 | 6.184 | 51.816 | -70 | -77 | -74 | -81 | -80 | -84 | -80 | -73 |
| H | 1723007922.162 | 151.133 | 69.364 | 51.816 | -73 | -82 | -72 | -74 | -81 | -83 | -78 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008496.163
- **Target RSSI fingerprint:** [-89, -85, -85, -81, -75, -75, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09496753497704,
9.621024131774902,
51.816
] | 8 |
32,558 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123568.161 | 33.963 | 58.469 | 60.960 | -74 | -72 | -78 | -83 | -73 | -76 | -65 | -63 |
| B | 1724122983.141 | 2.547 | 60.009 | 60.960 | -100 | -85 | -100 | -87 | -99 | -100 | -100 | -79 |
| C | 1724123152.134 | 60.285 | 73.425 | 60.960 | -85 | -84 | -82 | -81 | -80 | -78 | -76 | -67 |
| D | 1724123159.143 | 88.305 | 88.898 | 60.960 | -82 | -84 | -84 | -86 | -70 | -77 | -74 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123317.137
- **Target RSSI fingerprint:** [-74, -76, -77, -68, -80, -79, -100, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.038115905546185,
44.29652214050293,
60.96
] | 4 |
37,418 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123088.128 | 112.928 | 46.048 | 60.960 | -86 | -81 | -70 | -85 | -72 | -73 | -86 | -65 |
| B | 1724123308.162 | 13.585 | 31.252 | 60.960 | -80 | -71 | -80 | -79 | -79 | -77 | -72 | -71 |
| C | 1724123421.161 | 32.265 | 2.760 | 60.960 | -81 | -78 | -82 | -80 | -87 | -79 | -78 | -75 |
| D | 1724123451.138 | 101.890 | 61.721 | 60.960 | -80 | -70 | -76 | -79 | -77 | -79 | -81 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123353.138
- **Target RSSI fingerprint:** [-84, -100, -70, -76, -74, -73, -83, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.32475992767904,
44.24344062805176,
60.96
] | 4 |
17,742 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838550.168 | 3.396 | 8.931 | 51.816 | -95 | -79 | -87 | -76 | -68 | -84 | -100 | -83 |
| B | 1722838866.147 | 34.812 | 103.708 | 51.816 | -72 | -82 | -73 | -74 | -84 | -84 | -75 | -67 |
| C | 1722838740.164 | 40.755 | 93.569 | 51.816 | -76 | -81 | -80 | -82 | -78 | -85 | -78 | -72 |
| D | 1722838735.173 | 56.887 | 75.031 | 51.816 | -77 | -76 | -78 | -75 | -69 | -82 | -76 | -76 |
| E | 1722839058.165 | 21.227 | 130.488 | 51.816 | -71 | -77 | -73 | -82 | -83 | -86 | -76 | -72 |
| F | 1722838896.169 | 116.322 | 154.361 | 51.816 | -87 | -82 | -82 | -77 | -72 | -76 | -70 | -87 |
| G | 1722838817.164 | 116.322 | 150.897 | 51.816 | -92 | -84 | -72 | -82 | -84 | -77 | -83 | -70 |
| H | 1722839049.177 | 55.189 | 159.974 | 51.816 | -78 | -69 | -77 | -80 | -80 | -71 | -72 | -72 |
| I | 1722839195.165 | 95.095 | 103.827 | 51.816 | -71 | -85 | -83 | -80 | -82 | -72 | -65 | -69 |
| J | 1722839315.169 | 127.359 | 132.478 | 51.816 | -93 | -85 | -87 | -85 | -86 | -68 | -82 | -70 |
| K | 1722838925.205 | 98.491 | 86.045 | 51.816 | -90 | -83 | -87 | -73 | -82 | -72 | -86 | -85 |
| L | 1722838903.179 | 123.114 | 143.333 | 51.816 | -87 | -80 | -72 | -75 | -72 | -70 | -78 | -70 |
| M | 1722838980.147 | 58.585 | 147.646 | 51.816 | -67 | -79 | -72 | -78 | -75 | -74 | -62 | -71 |
| N | 1722838983.146 | 68.774 | 135.637 | 51.816 | -71 | -79 | -70 | -76 | -81 | -72 | -67 | -68 |
| O | 1722839053.170 | 39.906 | 146.810 | 51.816 | -72 | -78 | -76 | -81 | -85 | -78 | -71 | -71 |
| P | 1722838726.158 | 65.378 | 62.039 | 51.816 | -75 | -79 | -90 | -72 | -70 | -81 | -74 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838549.172
- **Target RSSI fingerprint:** [-94, -83, -86, -82, -77, -86, -100, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396250222346838,
7.710089683532715,
51.816
] | 16 |
5,127 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994719.215 | 118.020 | 66.432 | 51.816 | -95 | -78 | -95 | -86 | -80 | -86 | -86 | -79 |
| B | 1731994621.209 | 97.642 | 75.628 | 51.816 | -87 | -81 | -81 | -81 | -88 | -81 | -80 | -68 |
| C | 1731994818.232 | 116.322 | 80.737 | 51.816 | -87 | -81 | -82 | -81 | -87 | -81 | -79 | -68 |
| D | 1731994436.211 | 111.227 | 58.363 | 51.816 | -86 | -71 | -91 | -74 | -69 | -68 | -70 | -69 |
| E | 1731994521.240 | 89.152 | 53.201 | 51.816 | -91 | -82 | -92 | -82 | -81 | -85 | -81 | -76 |
| F | 1731994361.227 | 60.283 | 105.446 | 51.816 | -90 | -84 | -80 | -91 | -86 | -79 | -85 | -71 |
| G | 1731994794.245 | 59.434 | 63.618 | 51.816 | -83 | -100 | -85 | -85 | -90 | -88 | -75 | -77 |
| H | 1731994642.215 | 72.170 | 21.883 | 51.816 | -76 | -82 | -82 | -79 | -79 | -70 | -75 | -77 |
| I | 1731994290.237 | 32.264 | 92.946 | 51.816 | -100 | -100 | -79 | -75 | -86 | -84 | -74 | -71 |
| J | 1731994751.243 | 69.623 | 118.624 | 51.816 | -84 | -87 | -80 | -89 | -85 | -84 | -85 | -73 |
| K | 1731994850.222 | 67.076 | 12.501 | 51.816 | -74 | -83 | -84 | -78 | -70 | -75 | -74 | -75 |
| L | 1731994283.243 | 10.189 | 64.905 | 51.816 | -100 | -100 | -84 | -76 | -83 | -83 | -72 | -70 |
| M | 1731994738.218 | 84.906 | 112.891 | 51.816 | -84 | -80 | -74 | -73 | -77 | -86 | -73 | -89 |
| N | 1731994319.213 | 95.095 | 48.450 | 51.816 | -91 | -78 | -100 | -90 | -85 | -81 | -84 | -78 |
| O | 1731994153.218 | 77.265 | 3.769 | 51.816 | -80 | -100 | -90 | -99 | -102 | -97 | -97 | -96 |
| P | 1731994158.219 | 69.623 | 2.933 | 51.816 | -86 | -100 | -100 | -101 | -97 | -95 | -96 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994805.196
- **Target RSSI fingerprint:** [-84, -80, -85, -94, -78, -83, -83, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49126074560996,
97.0197343826294,
51.816
] | 16 |
10,215 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003375.164 | 105.284 | 11.333 | 51.816 | -73 | -78 | -77 | -74 | -77 | -71 | -72 | -64 |
| B | 1723003260.135 | 125.661 | 73.903 | 51.816 | -87 | -78 | -90 | -88 | -86 | -90 | -70 | -65 |
| C | 1723002937.163 | 98.491 | 11.718 | 51.816 | -77 | -79 | -78 | -81 | -74 | -77 | -70 | -64 |
| D | 1723003297.166 | 77.265 | 15.739 | 51.816 | -73 | -83 | -83 | -80 | -85 | -81 | -78 | -71 |
| E | 1723002911.149 | 17.830 | 34.184 | 51.816 | -85 | -70 | -74 | -74 | -73 | -69 | -69 | -67 |
| F | 1723003062.166 | 127.359 | 11.280 | 51.816 | -83 | -82 | -83 | -81 | -86 | -80 | -83 | -75 |
| G | 1723002925.152 | 39.057 | 10.616 | 51.816 | -100 | -77 | -81 | -86 | -72 | -79 | -70 | -66 |
| H | 1723003450.142 | 27.170 | 92.866 | 51.816 | -80 | -79 | -84 | -86 | -80 | -86 | -69 | -81 |
| I | 1723003248.152 | 112.925 | 94.432 | 51.816 | -77 | -72 | -80 | -83 | -85 | -81 | -68 | -65 |
| J | 1723003019.159 | 62.831 | 92.906 | 51.816 | -81 | -81 | -87 | -85 | -82 | -87 | -69 | -74 |
| K | 1723003146.142 | 50.095 | 10.112 | 51.816 | -86 | -81 | -85 | -86 | -75 | -82 | -71 | -67 |
| L | 1723003447.149 | 11.887 | 91.579 | 51.816 | -88 | -82 | -87 | -86 | -86 | -87 | -84 | -80 |
| M | 1723003367.140 | 65.378 | 10.709 | 51.816 | -78 | -80 | -86 | -80 | -75 | -80 | -71 | -69 |
| N | 1723003024.147 | 87.453 | 93.835 | 51.816 | -78 | -80 | -85 | -84 | -82 | -79 | -67 | -73 |
| O | 1723003176.143 | 128.208 | 45.663 | 51.816 | -77 | -100 | -72 | -82 | -85 | -82 | -76 | -78 |
| P | 1723002532.113 | 68.774 | 0.000 | 51.816 | -100 | -100 | -89 | -73 | -80 | -85 | -77 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003200.130
- **Target RSSI fingerprint:** [-80, -100, -73, -80, -100, -73, -87, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15123525375799,
44.88041877746582,
51.816
] | 16 |
9,955 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010347.144 | 85.755 | 8.201 | 60.960 | -87 | -77 | -74 | -83 | -80 | -83 | -65 | -72 |
| B | 1723010085.167 | 1.698 | 83.285 | 60.960 | -86 | -84 | -100 | -79 | -78 | -76 | -76 | -71 |
| C | 1723009787.153 | 137.548 | 76.159 | 60.960 | -79 | -75 | -83 | -79 | -65 | -73 | -70 | -71 |
| D | 1723010180.160 | 29.717 | 41.589 | 60.960 | -89 | -90 | -81 | -83 | -65 | -77 | -70 | -72 |
| E | 1723010275.135 | 99.340 | 5.375 | 60.960 | -88 | -88 | -83 | -85 | -81 | -89 | -80 | -81 |
| F | 1723010281.203 | 87.453 | 35.684 | 60.960 | -78 | -89 | -80 | -79 | -73 | -76 | -72 | -69 |
| G | 1723010178.137 | 39.057 | 41.616 | 60.960 | -86 | -89 | -84 | -79 | -79 | -72 | -69 | -75 |
| H | 1723010059.169 | 78.963 | 56.028 | 60.960 | -84 | -87 | -84 | -83 | -74 | -74 | -82 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009947.150
- **Target RSSI fingerprint:** [-79, -86, -79, -81, -80, -71, -69, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77403941373134,
44.64155197143555,
60.96
] | 8 |
6,689 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008593.163 | 100.189 | 87.611 | 51.816 | -100 | -90 | -86 | -86 | -76 | -71 | -67 | -76 |
| B | 1723008295.164 | 151.133 | 22.122 | 51.816 | -86 | -80 | -79 | -84 | -89 | -90 | -73 | -72 |
| C | 1723008056.160 | 137.548 | 8.506 | 51.816 | -84 | -81 | -84 | -85 | -72 | -71 | -80 | -67 |
| D | 1723008388.157 | 145.190 | 57.010 | 51.816 | -74 | -80 | -76 | -83 | -76 | -71 | -77 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008493.167
- **Target RSSI fingerprint:** [-83, -86, -86, -72, -75, -79, -80, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
81.50997217283746,
8.572664260864258,
51.816
] | 4 |
23,387 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939817.143 | 9.340 | 66.657 | 42.672 | -66 | -73 | -76 | -75 | -78 | -73 | -74 | -64 |
| B | 1725939809.138 | 45.001 | 51.715 | 42.672 | -78 | -72 | -75 | -76 | -73 | -74 | -74 | -67 |
| C | 1725939808.168 | 49.246 | 50.135 | 42.672 | -75 | -71 | -75 | -76 | -74 | -73 | -74 | -66 |
| D | 1725939263.171 | 104.435 | 45.212 | 42.672 | -74 | -73 | -75 | -69 | -77 | -72 | -66 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939437.170
- **Target RSSI fingerprint:** [-80, -100, -76, -73, -74, -72, -76, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.20806093694531,
18.525447845458984,
42.672000000000004
] | 4 |
43,402 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698564.163 | 7.642 | 59.013 | 51.816 | -100 | -100 | -100 | -106 | -93 | -99 | -82 | -86 |
| B | 1723698111.163 | 41.605 | 0.318 | 51.816 | -87 | -73 | -74 | -77 | -74 | -79 | -73 | -81 |
| C | 1723698405.160 | 104.438 | 33.906 | 51.816 | -77 | -79 | -74 | -100 | -77 | -74 | -76 | -68 |
| D | 1723698070.154 | 67.927 | 48.317 | 51.816 | -74 | -100 | -78 | -76 | -75 | -71 | -67 | -68 |
| E | 1723698282.152 | 38.209 | 5.136 | 51.816 | -81 | -76 | -76 | -80 | -75 | -79 | -67 | -72 |
| F | 1723697996.148 | 28.869 | 26.780 | 51.816 | -80 | -80 | -73 | -83 | -80 | -75 | -80 | -68 |
| G | 1723698432.141 | 55.191 | 66.432 | 51.816 | -77 | -78 | -79 | -77 | -75 | -76 | -81 | -65 |
| H | 1723697939.158 | 40.756 | 0.106 | 51.816 | -77 | -80 | -81 | -76 | -82 | -74 | -81 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698479.159
- **Target RSSI fingerprint:** [-100, -76, -76, -71, -70, -100, -67, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.038115975343473,
61.441850662231445,
51.816
] | 8 |
13,738 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000012.189 | 5.943 | 86.390 | 42.672 | -89 | -91 | -88 | -83 | -90 | -82 | -90 | -76 |
| B | 1723000115.154 | 11.887 | 48.915 | 42.672 | -90 | -89 | -90 | -91 | -90 | -89 | -87 | -83 |
| C | 1722999981.145 | 75.567 | 28.837 | 42.672 | -87 | -79 | -90 | -82 | -90 | -86 | -74 | -82 |
| D | 1722999642.162 | 96.793 | 48.251 | 42.672 | -79 | -85 | -76 | -72 | -77 | -78 | -82 | -65 |
| E | 1723000184.136 | 84.057 | 16.522 | 42.672 | -84 | -75 | -76 | -83 | -76 | -88 | -70 | -65 |
| F | 1722999629.139 | 136.699 | 51.675 | 42.672 | -84 | -83 | -85 | -79 | -76 | -77 | -71 | -77 |
| G | 1722999987.148 | 71.321 | 58.974 | 42.672 | -81 | -80 | -81 | -76 | -81 | -72 | -70 | -100 |
| H | 1722999739.145 | 118.020 | 13.549 | 42.672 | -82 | -83 | -79 | -79 | -74 | -75 | -80 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999723.140
- **Target RSSI fingerprint:** [-83, -87, -84, -76, -78, -69, -75, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
45.65010070800781,
42.672000000000004
] | 8 |
31,355 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693084.160 | 138.401 | 31.517 | 60.960 | -76 | -69 | -68 | -71 | -74 | -100 | -68 | -62 |
| B | 1723693062.146 | 115.476 | 20.967 | 60.960 | -100 | -100 | -72 | -100 | -81 | -79 | -71 | -71 |
| C | 1723693226.155 | 198.686 | 91.659 | 60.960 | -100 | -75 | -100 | -65 | -100 | -76 | -73 | -66 |
| D | 1723693515.130 | 163.874 | 88.354 | 60.960 | -80 | -80 | -80 | -85 | -71 | -79 | -82 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693602.152
- **Target RSSI fingerprint:** [-75, -100, -76, -100, -70, -70, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.7592263213896,
34.1579532623291,
60.96
] | 4 |
27,368 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941006.152 | 65.378 | 86.297 | 51.816 | -81 | -71 | -100 | -83 | -100 | -100 | -100 | -66 |
| B | 1725940970.150 | 86.605 | 16.508 | 51.816 | -78 | -82 | -77 | -85 | -74 | -77 | -72 | -70 |
| C | 1725941390.158 | 50.095 | 25.625 | 51.816 | -77 | -85 | -76 | -81 | -71 | -77 | -70 | -84 |
| D | 1725941163.157 | 42.453 | 24.192 | 51.816 | -77 | -83 | -77 | -86 | -70 | -71 | -70 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941221.180
- **Target RSSI fingerprint:** [-100, -73, -77, -80, -78, -75, -79, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.18942275094702,
40.14289379119873,
51.816
] | 4 |
44,020 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698478.138 | 11.887 | 60.062 | 51.816 | -84 | -71 | -100 | -72 | -69 | -79 | -100 | -72 |
| B | 1723698377.156 | 90.003 | 86.881 | 51.816 | -75 | -71 | -74 | -85 | -83 | -72 | -76 | -68 |
| C | 1723698052.137 | 111.230 | 38.259 | 51.816 | -74 | -83 | -79 | -77 | -78 | -72 | -72 | -77 |
| D | 1723697982.139 | 71.323 | 47.309 | 51.816 | -81 | -81 | -78 | -81 | -76 | -68 | -74 | -64 |
| E | 1723698436.149 | 41.605 | 60.115 | 51.816 | -71 | -82 | -76 | -74 | -74 | -77 | -76 | -66 |
| F | 1723698066.130 | 76.418 | 30.256 | 51.816 | -85 | -79 | -81 | -79 | -72 | -82 | -76 | -69 |
| G | 1723698060.130 | 80.663 | 23.104 | 51.816 | -77 | -79 | -76 | -75 | -74 | -74 | -74 | -63 |
| H | 1723698098.167 | 22.925 | 40.660 | 51.816 | -86 | -75 | -82 | -78 | -79 | -76 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698477.153
- **Target RSSI fingerprint:** [-83, -79, -82, -74, -71, -77, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736287663857853,
56.969733238220215,
51.816
] | 8 |
25,701 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938085.146 | 61.982 | 67.122 | 30.480 | -87 | -85 | -79 | -72 | -83 | -77 | -79 | -68 |
| B | 1725937796.160 | 42.453 | 16.084 | 30.480 | -77 | -80 | -78 | -67 | -75 | -73 | -70 | -62 |
| C | 1725937937.132 | 64.529 | 82.993 | 30.480 | -77 | -81 | -73 | -80 | -82 | -60 | -83 | -73 |
| D | 1725937872.177 | 51.793 | 12.050 | 30.480 | -83 | -82 | -100 | -73 | -81 | -79 | -79 | -71 |
| E | 1725937944.130 | 70.473 | 77.592 | 30.480 | -83 | -84 | -78 | -75 | -82 | -71 | -82 | -78 |
| F | 1725937952.160 | 99.341 | 51.370 | 30.480 | -76 | -76 | -81 | -86 | -72 | -77 | -70 | -76 |
| G | 1725937903.156 | 6.793 | 68.196 | 30.480 | -67 | -73 | -74 | -100 | -60 | -71 | -48 | -57 |
| H | 1725937880.166 | 37.359 | 12.899 | 30.480 | -82 | -80 | -80 | -76 | -74 | -75 | -72 | -75 |
| I | 1725937821.151 | 97.643 | 6.609 | 30.480 | -77 | -74 | -76 | -87 | -75 | -100 | -70 | -100 |
| J | 1725937946.145 | 77.265 | 71.408 | 30.480 | -85 | -80 | -78 | -74 | -82 | -66 | -79 | -72 |
| K | 1725937760.147 | 36.510 | 49.817 | 30.480 | -73 | -75 | -68 | -81 | -82 | -77 | -83 | -70 |
| L | 1725937804.156 | 52.642 | 13.032 | 30.480 | -84 | -81 | -81 | -68 | -82 | -77 | -82 | -75 |
| M | 1725937586.146 | 90.850 | 7.206 | 30.480 | -86 | -84 | -85 | -76 | -85 | -75 | -83 | -63 |
| N | 1725937673.151 | 5.943 | 49.910 | 30.480 | -61 | -64 | -65 | -75 | -57 | -69 | -50 | -58 |
| O | 1725937580.150 | 62.831 | 10.417 | 30.480 | -83 | -77 | -81 | -68 | -79 | -74 | -76 | -65 |
| P | 1725938279.136 | 54.340 | 6.993 | 30.480 | -79 | -80 | -78 | -73 | -82 | -76 | -74 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937795.143
- **Target RSSI fingerprint:** [-75, -76, -76, -74, -71, -76, -67, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.20806029563361,
16.866650581359863,
30.48
] | 16 |
20,544 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839342.154 | 71.321 | 63.340 | 51.816 | -76 | -72 | -72 | -89 | -87 | -73 | -85 | -84 |
| B | 1722839183.179 | 55.189 | 153.658 | 51.816 | -77 | -84 | -77 | -75 | -68 | -71 | -64 | -72 |
| C | 1722839251.174 | 61.133 | 166.172 | 51.816 | -86 | -88 | -77 | -85 | -82 | -73 | -76 | -73 |
| D | 1722839019.160 | 126.510 | 136.579 | 51.816 | -86 | -84 | -80 | -80 | -85 | -77 | -81 | -72 |
| E | 1722839191.181 | 82.359 | 120.031 | 51.816 | -82 | -81 | -85 | -77 | -73 | -70 | -68 | -70 |
| F | 1722839256.185 | 43.302 | 149.942 | 51.816 | -79 | -83 | -80 | -75 | -72 | -76 | -70 | -72 |
| G | 1722839275.161 | 31.415 | 106.243 | 51.816 | -81 | -75 | -85 | -71 | -71 | -85 | -76 | -69 |
| H | 1722838727.157 | 66.227 | 63.419 | 51.816 | -81 | -74 | -71 | -92 | -73 | -83 | -73 | -89 |
| I | 1722839156.164 | 22.925 | 109.666 | 51.816 | -89 | -85 | -80 | -76 | -78 | -88 | -85 | -74 |
| J | 1722839055.167 | 32.264 | 140.162 | 51.816 | -77 | -80 | -85 | -73 | -72 | -84 | -72 | -72 |
| K | 1722838759.156 | 28.019 | 141.436 | 51.816 | -86 | -86 | -81 | -89 | -72 | -72 | -73 | -86 |
| L | 1722839027.191 | 106.982 | 170.511 | 51.816 | -88 | -86 | -78 | -72 | -88 | -77 | -81 | -73 |
| M | 1722838825.176 | 96.793 | 184.445 | 51.816 | -82 | -81 | -78 | -84 | -80 | -76 | -78 | -72 |
| N | 1722838998.144 | 102.737 | 91.911 | 51.816 | -79 | -77 | -84 | -72 | -80 | -78 | -71 | -71 |
| O | 1722838814.149 | 123.963 | 138.636 | 51.816 | -83 | -83 | -82 | -78 | -92 | -77 | -83 | -71 |
| P | 1722838783.184 | 87.453 | 111.723 | 51.816 | -81 | -82 | -84 | -75 | -70 | -71 | -64 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839310.167
- **Target RSSI fingerprint:** [-80, -85, -76, -76, -89, -84, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
114.62344500420578,
152.74205207824707,
51.816
] | 16 |
25,751 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943169.148 | 59.435 | 43.580 | 60.960 | -71 | -69 | -76 | -74 | -77 | -75 | -71 | -61 |
| B | 1725943410.151 | 9.340 | 67.108 | 60.960 | -77 | -74 | -80 | -74 | -78 | -79 | -80 | -74 |
| C | 1725943415.159 | 12.736 | 90.292 | 60.960 | -79 | -75 | -78 | -73 | -75 | -76 | -77 | -74 |
| D | 1725943122.153 | 81.511 | 4.538 | 60.960 | -76 | -81 | -73 | -78 | -75 | -72 | -69 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943476.159
- **Target RSSI fingerprint:** [-72, -71, -76, -73, -71, -77, -71, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
57.73662346911156,
40.607357025146484,
60.96
] | 4 |
30,517 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698189.151 | 33.114 | 57.156 | 51.816 | -100 | -81 | -77 | -80 | -75 | -81 | -73 | -76 |
| B | 1723697950.141 | 92.550 | 31.690 | 51.816 | -76 | -77 | -71 | -65 | -73 | -70 | -69 | -73 |
| C | 1723698172.145 | 27.171 | 25.187 | 51.816 | -82 | -82 | -83 | -76 | -79 | -80 | -68 | -76 |
| D | 1723698307.146 | 121.419 | 44.323 | 51.816 | -79 | -83 | -72 | -75 | -75 | -74 | -77 | -75 |
| E | 1723698043.152 | 122.268 | 48.211 | 51.816 | -73 | -72 | -70 | -100 | -74 | -71 | -100 | -72 |
| F | 1723697919.140 | 12.736 | 58.124 | 51.816 | -77 | -100 | -75 | -81 | -79 | -76 | -80 | -74 |
| G | 1723698367.149 | 45.851 | 65.065 | 51.816 | -100 | -76 | -74 | -67 | -76 | -72 | -72 | -70 |
| H | 1723698083.144 | 50.096 | 66.166 | 51.816 | -77 | -77 | -85 | -81 | -76 | -74 | -65 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698185.130
- **Target RSSI fingerprint:** [-77, -82, -80, -74, -79, -80, -77, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981716885143804,
47.813172340393066,
51.816
] | 8 |
10,096 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833931.161 | 5.094 | 62.304 | 60.960 | -81 | -84 | -69 | -78 | -84 | -77 | -82 | -79 |
| B | 1722833468.162 | 67.076 | 64.959 | 60.960 | -88 | -91 | -87 | -83 | -74 | -83 | -82 | -78 |
| C | 1722833486.161 | 113.774 | 50.626 | 60.960 | -74 | -77 | -61 | -76 | -82 | -80 | -75 | -75 |
| D | 1722833961.147 | 66.227 | 59.571 | 60.960 | -89 | -91 | -88 | -82 | -77 | -79 | -89 | -75 |
| E | 1722833769.170 | 82.359 | 74.526 | 60.960 | -83 | -89 | -86 | -80 | -77 | -77 | -81 | -77 |
| F | 1722833722.165 | 54.340 | 105.460 | 60.960 | -80 | -84 | -78 | -81 | -86 | -78 | -85 | -84 |
| G | 1722833807.153 | 78.114 | 15.327 | 60.960 | -87 | -81 | -84 | -85 | -79 | -82 | -79 | -79 |
| H | 1722833473.166 | 86.604 | 47.017 | 60.960 | -80 | -82 | -77 | -85 | -72 | -81 | -86 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833762.155
- **Target RSSI fingerprint:** [-89, -95, -90, -90, -80, -77, -88, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.18906614601259,
50.984792709350586,
60.96
] | 8 |
28,231 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725940814.146 | 61.133 | 61.123 | 51.816 | -75 | -75 | -75 | -80 | -73 | -77 | -79 | -61 |
| B | 1725941289.148 | 77.265 | 80.206 | 51.816 | -77 | -79 | -69 | -83 | -79 | -77 | -77 | -65 |
| C | 1725940995.154 | 104.435 | 58.323 | 51.816 | -78 | -78 | -77 | -75 | -73 | -78 | -71 | -72 |
| D | 1725940895.151 | 106.134 | 53.997 | 51.816 | -82 | -75 | -68 | -83 | -81 | -80 | -78 | -61 |
| E | 1725940827.152 | 53.491 | 20.635 | 51.816 | -82 | -82 | -86 | -80 | -76 | -67 | -77 | -73 |
| F | 1725941264.142 | 16.981 | 111.670 | 51.816 | -72 | -73 | -78 | -55 | -79 | -79 | -78 | -71 |
| G | 1725941201.130 | 84.058 | 73.544 | 51.816 | -79 | -76 | -76 | -75 | -73 | -78 | -78 | -72 |
| H | 1725940928.148 | 22.076 | 69.975 | 51.816 | -78 | -77 | -82 | -62 | -75 | -76 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940639.144
- **Target RSSI fingerprint:** [-100, -100, -99, -97, -90, -100, -88, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
42.45340211611309,
18.85720729827881,
51.816
] | 8 |
21,261 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010025.146 | 158.775 | 11.147 | 60.960 | -73 | -72 | -82 | -77 | -78 | -78 | -83 | -67 |
| B | 1723009911.158 | 148.586 | 8.679 | 60.960 | -100 | -77 | -82 | -85 | -100 | -85 | -80 | -60 |
| C | 1723010212.154 | 50.095 | 84.784 | 60.960 | -100 | -70 | -84 | -84 | -73 | -83 | -72 | -100 |
| D | 1723009849.139 | 56.038 | 85.806 | 60.960 | -80 | -82 | -83 | -76 | -63 | -75 | -79 | -73 |
| E | 1723009810.147 | 139.246 | 6.237 | 60.960 | -78 | -89 | -74 | -72 | -100 | -66 | -82 | -58 |
| F | 1723010067.173 | 66.227 | 86.191 | 60.960 | -84 | -84 | -72 | -75 | -74 | -82 | -66 | -76 |
| G | 1723010392.149 | 84.906 | 44.389 | 60.960 | -77 | -86 | -80 | -80 | -80 | -73 | -80 | -68 |
| H | 1723009835.140 | 78.114 | 58.602 | 60.960 | -85 | -83 | -85 | -83 | -75 | -74 | -69 | -81 |
| I | 1723010432.155 | 35.661 | 84.745 | 60.960 | -80 | -70 | -85 | -88 | -82 | -81 | -71 | -82 |
| J | 1723009936.151 | 122.265 | 46.340 | 60.960 | -75 | -100 | -67 | -70 | -75 | -68 | -85 | -63 |
| K | 1723010308.147 | 11.038 | 82.157 | 60.960 | -82 | -100 | -82 | -79 | -74 | -73 | -72 | -80 |
| L | 1723010321.169 | 13.585 | 60.234 | 60.960 | -81 | -76 | -85 | -68 | -79 | -69 | -74 | -76 |
| M | 1723010404.166 | 28.019 | 43.248 | 60.960 | -82 | -89 | -91 | -84 | -71 | -81 | -74 | -71 |
| N | 1723010175.141 | 53.491 | 42.094 | 60.960 | -82 | -85 | -83 | -81 | -77 | -70 | -75 | -68 |
| O | 1723010565.155 | 202.926 | 3.065 | 60.960 | -99 | -84 | -94 | -95 | -101 | -99 | -100 | -89 |
| P | 1723009787.153 | 137.548 | 76.159 | 60.960 | -72 | -75 | -79 | -79 | -65 | -73 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010340.164
- **Target RSSI fingerprint:** [-81, -78, -79, -75, -69, -76, -71, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.64185732902894,
7.524304389953613,
60.96
] | 16 |
34,821 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128556.159 | 128.212 | 70.346 | 51.816 | -75 | -77 | -81 | -76 | -75 | -79 | -80 | -67 |
| B | 1724128802.135 | 40.756 | 61.575 | 51.816 | -81 | -79 | -100 | -80 | -84 | -79 | -67 | -72 |
| C | 1724128537.136 | 47.549 | 30.668 | 51.816 | -85 | -100 | -85 | -84 | -85 | -77 | -74 | -74 |
| D | 1724128494.150 | 116.325 | 93.530 | 51.816 | -85 | -81 | -68 | -70 | -80 | -79 | -76 | -74 |
| E | 1724128655.149 | 118.872 | 34.317 | 51.816 | -73 | -73 | -82 | -77 | -76 | -78 | -84 | -79 |
| F | 1724128695.126 | 65.380 | 73.850 | 51.816 | -100 | -81 | -84 | -81 | -78 | -79 | -65 | -68 |
| G | 1724128618.138 | 33.963 | 59.491 | 51.816 | -100 | -80 | -84 | -81 | -85 | -79 | -67 | -77 |
| H | 1724128503.135 | 106.985 | 95.122 | 51.816 | -71 | -81 | -76 | -81 | -68 | -78 | -75 | -73 |
| I | 1724128946.138 | 116.325 | 31.225 | 51.816 | -82 | -84 | -81 | -83 | -68 | -83 | -100 | -75 |
| J | 1724128867.142 | 114.627 | 95.932 | 51.816 | -85 | -84 | -79 | -81 | -83 | -82 | -84 | -83 |
| K | 1724128940.150 | 140.948 | 44.389 | 51.816 | -85 | -79 | -79 | -80 | -70 | -79 | -100 | -70 |
| L | 1724128886.132 | 31.416 | 54.767 | 51.816 | -81 | -82 | -77 | -82 | -83 | -81 | -65 | -75 |
| M | 1724128827.142 | 96.796 | 27.178 | 51.816 | -62 | -100 | -100 | -80 | -82 | -79 | -76 | -68 |
| N | 1724128239.112 | 1.698 | 117.722 | 51.816 | -100 | -87 | -92 | -100 | -100 | -100 | -71 | -85 |
| O | 1724128585.158 | 89.154 | 18.326 | 51.816 | -100 | -83 | -76 | -82 | -75 | -81 | -63 | -73 |
| P | 1724128406.151 | 47.549 | 13.138 | 51.816 | -85 | -76 | -81 | -100 | -100 | -74 | -82 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128744.136
- **Target RSSI fingerprint:** [-69, -80, -78, -80, -82, -79, -82, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.5138145744361,
69.43061828613281,
51.816
] | 16 |
11,780 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833707.146 | 86.604 | 106.906 | 60.960 | -91 | -81 | -89 | -91 | -89 | -81 | -83 | -79 |
| B | 1722833709.138 | 79.812 | 114.099 | 60.960 | -91 | -81 | -88 | -87 | -86 | -82 | -80 | -80 |
| C | 1722833731.168 | 19.528 | 74.925 | 60.960 | -84 | -85 | -81 | -88 | -85 | -83 | -78 | -83 |
| D | 1722833589.150 | 123.114 | 70.001 | 60.960 | -85 | -80 | -85 | -81 | -80 | -79 | -86 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833642.157
- **Target RSSI fingerprint:** [-91, -87, -100, -76, -74, -81, -78, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.094375336555009,
59.95556831359863,
60.96
] | 4 |
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